{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b96e75fd",
   "metadata": {
    "endofcell": "--"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "field AcadosOcpDims.N has been migrated to AcadosOcpOptions.N_horizon. setting AcadosOcpOptions.N_horizon = N. For future comppatibility, please use AcadosOcpOptions.N_horizon directly.\n",
      "Warning: Please note that the following versions of CasADi are officially supported: 3.4.0 or 3.4.5 or 3.5.1 or 3.5.2 or 3.5.3 or 3.5.4 or 3.5.6 or 3.5.5 or 3.6.0 or 3.6.1 or 3.6.2 or 3.6.3 or 3.6.4 or 3.6.5 or 3.6.6.\n",
      " If there is an incompatibility with the CasADi generated code, please consider changing your CasADi version.\n",
      "Version 3.6.7 currently in use.\n",
      "rm -f libacados_ocp_solver_simplependulum_ode_init.so\n",
      "rm -f simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_fun_jac_uxt_zt.o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_fun.o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_e_fun_jac_uxt_zt.o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_e_fun.o acados_solver_simplependulum_ode_init.o\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_fun_jac_uxt_zt.o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_fun_jac_uxt_zt.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_fun.o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_fun.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_e_fun_jac_uxt_zt.o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_e_fun_jac_uxt_zt.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_e_fun.o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_e_fun.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o acados_solver_simplependulum_ode_init.o acados_solver_simplependulum_ode_init.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_model/simplependulum_ode_init_expl_ode_fun.o simplependulum_ode_init_model/simplependulum_ode_init_expl_ode_fun.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_forw.o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_forw.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_adj.o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_adj.c\n",
      "cc -shared simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_fun_jac_uxt_zt.o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_fun.o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_e_fun_jac_uxt_zt.o simplependulum_ode_init_constraints/simplependulum_ode_init_constr_h_e_fun.o acados_solver_simplependulum_ode_init.o simplependulum_ode_init_model/simplependulum_ode_init_expl_ode_fun.o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_forw.o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_adj.o -o libacados_ocp_solver_simplependulum_ode_init.so -L/home/amon/Repositories/l4acados/external/acados/lib -lacados -lhpipm -lblasfeo -lm \\\n",
      "-L -l\n",
      "acados was compiled with OpenMP.\n",
      "Setting collocation_type to GAUSS_LEGENDRE\n",
      "Setting ext_fun_compile_flags to -O2\n",
      "Setting integrator_type to ERK\n",
      "Setting num_threads_in_batch_solve to 1\n",
      "Setting sim_method_jac_reuse to 0\n",
      "Warning: Please note that the following versions of CasADi are officially supported: 3.4.0 or 3.4.5 or 3.5.1 or 3.5.2 or 3.5.3 or 3.5.4 or 3.5.6 or 3.5.5 or 3.6.0 or 3.6.1 or 3.6.2 or 3.6.3 or 3.6.4 or 3.6.5 or 3.6.6.\n",
      " If there is an incompatibility with the CasADi generated code, please consider changing your CasADi version.\n",
      "Version 3.6.7 currently in use.\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o acados_sim_solver_simplependulum_ode_init.o acados_sim_solver_simplependulum_ode_init.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_model/simplependulum_ode_init_expl_ode_fun.o simplependulum_ode_init_model/simplependulum_ode_init_expl_ode_fun.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_forw.o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_forw.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_adj.o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_adj.c\n",
      "cc -shared acados_sim_solver_simplependulum_ode_init.o simplependulum_ode_init_model/simplependulum_ode_init_expl_ode_fun.o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_forw.o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_adj.o -o libacados_sim_solver_simplependulum_ode_init.so -L/home/amon/Repositories/l4acados/external/acados/lib -lacados -lhpipm -lblasfeo -lm\n",
      "acados was compiled with OpenMP.\n",
      "Setting collocation_type to GAUSS_LEGENDRE\n",
      "Setting ext_fun_compile_flags to -O2\n",
      "Setting integrator_type to ERK\n",
      "Setting num_threads_in_batch_solve to 1\n",
      "Setting sim_method_jac_reuse to 0\n",
      "Warning: Please note that the following versions of CasADi are officially supported: 3.4.0 or 3.4.5 or 3.5.1 or 3.5.2 or 3.5.3 or 3.5.4 or 3.5.6 or 3.5.5 or 3.6.0 or 3.6.1 or 3.6.2 or 3.6.3 or 3.6.4 or 3.6.5 or 3.6.6.\n",
      " If there is an incompatibility with the CasADi generated code, please consider changing your CasADi version.\n",
      "Version 3.6.7 currently in use.\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o acados_sim_solver_simplependulum_ode_init_actual.o acados_sim_solver_simplependulum_ode_init_actual.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_actual_model/simplependulum_ode_init_actual_expl_ode_fun.o simplependulum_ode_init_actual_model/simplependulum_ode_init_actual_expl_ode_fun.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_actual_model/simplependulum_ode_init_actual_expl_vde_forw.o simplependulum_ode_init_actual_model/simplependulum_ode_init_actual_expl_vde_forw.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_actual_model/simplependulum_ode_init_actual_expl_vde_adj.o simplependulum_ode_init_actual_model/simplependulum_ode_init_actual_expl_vde_adj.c\n",
      "cc -shared acados_sim_solver_simplependulum_ode_init_actual.o simplependulum_ode_init_actual_model/simplependulum_ode_init_actual_expl_ode_fun.o simplependulum_ode_init_actual_model/simplependulum_ode_init_actual_expl_vde_forw.o simplependulum_ode_init_actual_model/simplependulum_ode_init_actual_expl_vde_adj.o -o libacados_sim_solver_simplependulum_ode_init_actual.so -L/home/amon/Repositories/l4acados/external/acados/lib -lacados -lhpipm -lblasfeo -lm\n",
      "acados was compiled with OpenMP.\n",
      "Iter 20/200 - Loss: 0.631\n",
      "Iter 40/200 - Loss: -0.390\n",
      "Iter 60/200 - Loss: -1.391\n",
      "Iter 80/200 - Loss: -2.146\n",
      "Iter 100/200 - Loss: -2.626\n",
      "Iter 120/200 - Loss: -2.774\n",
      "Iter 140/200 - Loss: -2.820\n",
      "Iter 160/200 - Loss: -2.840\n",
      "stopping GP optimization early after 177 iterations.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_109756/656743236.py:244: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
      "  data_dict = torch.load(train_data_path)\n",
      "/home/amon/.pyenv/versions/3.9.13/envs/l4acados_dev/lib/python3.9/site-packages/gpytorch/distributions/multivariate_normal.py:319: NumericalWarning: Negative variance values detected. This is likely due to numerical instabilities. Rounding negative variances up to 1e-06.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0dQT4e+SwUuXIYdOmTWu0ikLz5s0xc+ZMzJw5E2fOnEFQUBA++OADfPXVV1WWCQwMxLp165CXlwcnJ6e7tlFTU6ZMQYsWLTBnzhw4OTlh1qxZOv2si+vGWL6+vjh+/Di0Wq3OKO+pU6ek/ZVfd+7ciZs3b+qM8hrKZ+y1duHCBWlEtjb9N1T3nf365/X1T3deX8DdR5or/8pQSQiBs2fPokOHDlJakyZN9NqqbC8gIKDGbd0pKCgIu3fvRn5+vs4v7IcOHZL2E5kC5/ASNbCXX34ZNjY2eO6553D9+nWdfTk5OXj++edha2uLl19+Wa/ssmXLdN4vXboUAKQ72nNycvTKVP4HU/lnxmHDhuHy5csGHzxQXFyMwsLCGh2HXC7HkCFDsG3bNnz55ZcoKyvTmc5gTFuV/V+yZIlOHmMX1+/evTv8/Pzw1VdfYcOGDQgPD8cDDzwg7bewsIBMJtMZNUtPT6/RCgOVgey+ffuktMLCQr3lsSIjI+Ho6Ii3334bpaWlevVcu3YNAFBUVKS3pFzz5s3h4OBw12W+wsLCIIRASkrKXfttrNdeew0vvfQSYmNj8fHHH0vpdXXdGKtv375Qq9U688XLysqwdOlS2NvbIzw8XMpXXl6Ojz76SKf8okWLIJPJpGusNtfa0aNHq12Z4G79P3z4MJKTk6W0wsJCrFy5En5+ftL8eEPXV3l5OVauXKlXp52dHfLy8qps84svvtCZNrVp0yZcvXpV58ErzZs3x8GDB1FSUiKlbd++XW/ZMDs7OwD6gXhVhgwZotdvjUaD1atXIzQ0lCs0kMlwhJeogbVs2RJr165FVFQU2rdvj+joaPj7+yM9PR2fffYZsrOz8fXXX+vNMQQqRpoGDBiAPn36IDk5WVpaqXIawfz587Fv3z7069cPvr6+yMrKwvLly/HAAw9Io8mjR4/GN998g+effx67d+9G9+7dUV5ejlOnTuGbb77BTz/9hM6dO9foWIYPH46lS5di7ty5aN++vd4oWE3bCgoKwsiRI7F8+XLk5eWhW7duSEpKwtmzZ436bGUyGUaNGoW3335b+jz+qV+/fli4cCH69OmDUaNGISsrC8uWLUOLFi3uOs3k8ccfh4+PD6Kjo/Hyyy/DwsICn3/+Odzd3ZGRkSHlc3R0xMcff4zRo0fjoYcewogRI6Q8P/zwA7p3746PPvoIf/75J3r37o1hw4ahTZs2sLS0xJYtW5CZmSkt61aVHj16wNXVFTt37jQ4VzgpKcngA0IGDhxYo/miCxYsQF5eHiZNmgQHBwc888wzdXrdGGPixIn45JNPMG7cOKSkpMDPzw+bNm3CgQMHsHjxYmk0t3///ujVqxdmz56N9PR0dOzYET///DO+++47TJ8+Xfp+MvZaS0lJQU5ODp566imd9Hnz5uH111/H7t27pXVrDZk1axa+/vprPPHEE5g6dSpcXFywdu1aXLhwAd9++600at22bVt07doVsbGxyMnJgYuLC9avX4+ysjK9OoODg7FhwwbExMSgS5cusLe3R//+/aX9Li4u6NGjB8aPH4/MzEwsXrwYLVq0wIQJE6Q8zz77LDZt2oQ+ffpg2LBhOHfuHL766iu9nzvNmzeHs7MzVqxYAQcHB9jZ2SE0NNTg3H4ACA0NxdChQxEbG4usrCy0aNECa9eulX6+EZmMKZeIIPo3O378uBg5cqTw9PQUVlZWQqVSiZEjR4rff/9dL2/lklgnT54UQ4YMEQ4ODqJJkyZi8uTJori4WMqXlJQknnrqKeHl5SUUCoXw8vISI0eOFH/++adOfSUlJeLdd98Vbdu2FUqlUjRp0kQEBweL119/XWdZLwBi0qRJVR6DVqsV3t7eBpeDMrat4uJiMXXqVOHq6irs7OxE//79xaVLl2q8LFmlyuWPlEqluHHjht7+zz77TLRs2VIolUoRGBgoVq9ebXDJMUPLNqWkpIjQ0FChUCiEj4+PWLhwYbXLSUVGRgonJydhbW0tmjdvLsaNGyeOHDkihBAiOztbTJo0SQQGBgo7Ozvh5OQkQkNDxTfffFOj45w6dapo0aKFTlrlsmRVbV9++aXBY/vnsmSVysvLxciRI4WlpaXYunWrEKLm57Kmy5K1bdtW77jGjh2rt+RWZmamGD9+vHBzcxMKhUK0b9/e4DJZN2/eFDNmzBBeXl7CyspKtGzZUixYsEBotVqdfMZca6+88orw8fHRq2PmzJlCJpOJtLQ0vX7c6dy5c2LIkCHC2dlZWFtbi5CQELF9+3aD+SIiIoRSqRQeHh7i1VdfFYmJiXqfXUFBgRg1apRwdnYWAKTPq/Jz/vrrr0VsbKxo2rSpsLGxEf369RMXL17Ua++DDz4QzZo1E0qlUnTv3l0cOXJEb1kyIYT47rvvRJs2bYSlpWWNligrLi4WL730klCpVEKpVIouXbqIhISEu35ORPVJJkQjuzuAiIju6vz58wgMDMSPP/6I3r17m7o7Zkmj0cDPzw+zZs2SHnBRKSQkBL6+vti4caOJeqdvz5496NWrFzZu3IghQ4aYujtEjQrn8BIR3YcCAgIQHR2Nd955x9RdMVurV6+GlZUVnn/+eZ30/Px8/Pbbb3pTZoio8eIILxERkRngCC9R1TjCS0RERERmjSO8RERERGTWOMJLRERERGaNAS8RERERmTU+eKIKWq0WV65cgYODQ4M+RpOIiIiIakYIgZs3b8LLy0vn8eN3YsBbhStXrvARiERERET3gUuXLuk8Sv5ODHirUPm4ykuXLsHR0dHEvSEiIiKiO+Xn58Pb21uK26rCgLcKldMYHB0dGfASERERNWJ3m37Km9aIiIiIyKwx4CUiIiIis8aAl4iIiIjMGufwEhER0T0pLy9HaWmpqbtBZsjKygoWFhb3XA8DXiIiIqoVIQTUajVyc3NN3RUyY87OzlCpVPf0XAQGvERERFQrlcFu06ZNYWtrywc1UZ0SQqCoqAhZWVkAAE9Pz1rXxYCXiIiIjFZeXi4Fu66urqbuDpkpGxsbAEBWVhaaNm1a6+kNDXLT2rJly+Dn5wdra2uEhobi8OHD1ebfuHEjAgMDYW1tjfbt22PHjh06+zdv3ozHH38crq6ukMlkSE1N1avjkUcegUwm09mef/75ujwsIiKif63KObu2trYm7gmZu8pr7F7midd7wLthwwbExMRg7ty5OHr0KDp27IjIyEhpePpOv/zyC0aOHIno6GgcO3YMAwcOxMCBA/HHH39IeQoLC9GjRw+8++671bY9YcIEXL16Vdree++9Oj02IiKifztOY6D6VhfXmEwIIeqgL1UKDQ1Fly5d8NFHHwEAtFotvL29MWXKFMyaNUsv//Dhw1FYWIjt27dLaV27dkVQUBBWrFihkzc9PR3+/v44duwYgoKCdPY98sgjCAoKwuLFi2vV7/z8fDg5OSEvL49PWiMiIrrDrVu3cOHCBfj7+8Pa2trU3SEzVt21VtN4rV5HeEtKSpCSkoKIiIi/G5TLERERgeTkZINlkpOTdfIDQGRkZJX5q7Nu3Tq4ubmhXbt2iI2NRVFRUZV5NRoN8vPzdTYiIiL6d/Pz86v14FljZG7HU1P1GvBmZ2ejvLwcHh4eOukeHh5Qq9UGy6jVaqPyV2XUqFH46quvsHv3bsTGxuLLL7/EM888U2X+uLg4ODk5SZu3t7dR7REREdH949KlS/i///s/eHl5QaFQwNfXF9OmTcP169dN3TWTmjdvnnTvk6WlJdzc3NCzZ08sXrwYGo3GqLr27NkDmUzWKJatM9tVGiZOnCi9bt++PTw9PdG7d2+cO3cOzZs318sfGxuLmJgY6X1+fj6DXiIiIjN0/vx5hIWF4cEHH8TXX38Nf39/nDhxAi+//DJ+/PFHHDx4EC4uLibpW3l5OWQyGeRy0z0Mt23btti5cye0Wi2uX7+OPXv24M0338SXX36JPXv2wMHBwWR9q616/TTd3NxgYWGBzMxMnfTMzEyoVCqDZVQqlVH5ayo0NBQAcPbsWYP7lUolHB0ddTYiIiIyP5MmTYJCocDPP/+M8PBw+Pj44IknnsDOnTtx+fJlzJ49Wyf/zZs3MXLkSNjZ2aFZs2ZYtmyZtE8IgXnz5sHHxwdKpRJeXl6YOnWqtF+j0eCll15Cs2bNYGdnh9DQUOzZs0fav2bNGjg7O+P7779HmzZtoFQq8emnn8La2lpvZHTatGl49NFHpff79+/Hww8/DBsbG3h7e2Pq1KkoLCyU9mdlZaF///6wsbGBv78/1q1bV6PPx9LSEiqVCl5eXmjfvj2mTJmCvXv34o8//tBZMODLL79E586d4eDgAJVKhVGjRkmLEqSnp6NXr14AgCZNmkAmk2HcuHEAgISEBPTo0QPOzs5wdXXFk08+iXPnztWob7VVrwGvQqFAcHAwkpKSpDStVoukpCSEhYUZLBMWFqaTHwASExOrzF9TlUuX3cuixURERFQ1IQSKSspMstX0HvycnBz89NNPePHFF6U1XiupVCpERUVhw4YNOvUtWLAAHTt2xLFjxzBr1ixMmzYNiYmJAIBvv/0WixYtwieffIIzZ85g69ataN++vVR28uTJSE5Oxvr163H8+HEMHToUffr0wZkzZ6Q8RUVFePfdd/Hpp5/ixIkTiIqKgrOzM7799lspT3l5OTZs2ICoqCgAwLlz59CnTx8MHjwYx48fx4YNG7B//35MnjxZKjNu3DhcunQJu3fvxqZNm7B8+fIqV8m6m8DAQDzxxBPYvHmzlFZaWoo33ngDv/32G7Zu3Yr09HQpqPX29pb6f/r0aVy9ehUffvghgIrVtmJiYnDkyBEkJSVBLpfj6aefhlarrVXfaqLepzTExMRg7Nix6Ny5M0JCQrB48WIUFhZi/PjxAIAxY8agWbNmiIuLA1Dx20t4eDg++OAD9OvXD+vXr8eRI0ewcuVKqc6cnBxkZGTgypUrACo+SKDiQlWpVDh37hzi4+PRt29fuLq64vjx45gxYwZ69uyJDh061PchExER/SsVl5ajzZyfTNL2yfmRsFXcPaw5c+YMhBBo3bq1wf2tW7fGjRs3cO3aNTRt2hQA0L17d2llqQcffBAHDhzAokWL8NhjjyEjIwMqlQoRERGwsrKCj48PQkJCAAAZGRlYvXo1MjIy4OXlBQB46aWXkJCQgNWrV+Ptt98GUBE4Ll++HB07dpT6MWLECMTHxyM6OhoAkJSUhNzcXAwePBhAxb1HUVFRmD59OgCgZcuWWLJkCcLDw/Hxxx8jIyMDP/74Iw4fPowuXboAAD777LMqj7smAgMD8fPPP0vv/+///k96HRAQgCVLlqBLly4oKCiAvb29NC2kadOmcHZ2lvJWHkOlzz//HO7u7jh58iTatWtX6/5Vp94niAwfPhzvv/8+5syZg6CgIKSmpiIhIUG6MS0jIwNXr16V8nfr1g3x8fFYuXIlOnbsiE2bNmHr1q06H8D333+PTp06oV+/fgAqLopOnTpJy5YpFArs3LkTjz/+OAIDAzFz5kwMHjwY27Ztq+/DJSIiovuAMauy3vlX5rCwMKSlpQEAhg4diuLiYgQEBGDChAnYsmULysrKAAC///47ysvL8eCDD8Le3l7a9u7dq/MnfIVCoTcgFxUVhT179kiDe+vWrUO/fv2kwPG3337DmjVrdOqNjIyEVqvFhQsXkJaWBktLSwQHB0t1BgYG6gSexhJC6KyJm5KSgv79+8PHxwcODg4IDw8HUBHbVefMmTMYOXIkAgIC4OjoCD8/vxqVuxcNctPa5MmTdYbY/+mf81gqDR06FEOHDq2yvnHjxklD5oZ4e3tj7969xnaTiIiI7oGNlQVOzo80Wds10aJFC8hkMqSlpeHpp5/W25+WloYmTZrA3d29RvV5e3vj9OnT2LlzJxITE/Hiiy9iwYIF2Lt3LwoKCmBhYYGUlBS9R+La29v/3XcbG72HK3Tp0gXNmzfH+vXr8cILL2DLli1Ys2aNtL+goADPPfecznzhSj4+Pvjzzz9r1H9jpKWlwd/fH0DFtITIyEhERkZi3bp1cHd3R0ZGBiIjI1FSUlJtPf3794evry9WrVoFLy8vaLVatGvX7q7l7oXZrtJAREREDUsmk9VoWoEpubq64rHHHsPy5csxY8YMnXm8arUa69atw5gxY3QC0IMHD+rUcfDgQZ2pATY2Nujfvz/69++PSZMmITAwEL///js6deqE8vJyZGVl4eGHHza6r1FRUVi3bh0eeOAByOVy6S/bAPDQQw/h5MmTaNGihcGygYGBKCsrQ0pKijSl4fTp07VeIuzUqVNISEhAbGys9P769et45513pFWtjhw5olNGoVAAqJh/XOn69es4ffo0Vq1aJX0m+/fvr1WfjGG6NS+IiIiITOCjjz6CRqNBZGQk9u3bh0uXLiEhIQGPPfYYmjVrhrfeeksn/4EDB/Dee+/hzz//xLJly7Bx40ZMmzYNQMUqC5999hn++OMPnD9/Hl999RVsbGzg6+uLBx98EFFRURgzZgw2b96MCxcu4PDhw4iLi8MPP/xw135GRUXh6NGjeOuttzBkyBAolUpp3yuvvIJffvkFkydPRmpqKs6cOYPvvvtO+ot6q1at0KdPHzz33HM4dOgQUlJS8Oyzz+rdqGdIWVkZ1Go1rly5gt9//x1Lly5FeHg4goKC8PLLLwOoGEVWKBRYunQpzp8/j++//x5vvPGGTj2+vr6QyWTYvn07rl27hoKCAjRp0gSurq5YuXIlzp49i127duksC1tvBBmUl5cnAIi8vDxTd4WIiKjRKS4uFidPnhTFxcWm7kqtpKeni7FjxwoPDw9hZWUlvL29xZQpU0R2drZOPl9fX/H666+LoUOHCltbW6FSqcSHH34o7d+yZYsIDQ0Vjo6Ows7OTnTt2lXs3LlT2l9SUiLmzJkj/Pz8hJWVlfD09BRPP/20OH78uBBCiNWrVwsnJ6cq+xkSEiIAiF27duntO3z4sHjssceEvb29sLOzEx06dBBvvfWWtP/q1auiX79+QqlUCh8fH/HFF18IX19fsWjRoirbmzt3rgAgAAgLCwvh4uIievToIRYtWiRu3bqlkzc+Pl74+fkJpVIpwsLCxPfffy8AiGPHjkl55s+fL1QqlZDJZGLs2LFCCCESExNF69athVKpFB06dBB79uwRAMSWLVsM9qm6a62m8ZpMCCNmbf+L1PTZzERERP9Gt27dwoULF+Dv7w9ra2tTd4fMWHXXWk3jNU5pICIiIiKzxoCXiIiIiMwaA14iIiIiMmsMeImIiIjIrDHgJSIiIiKzxoCXiIiIak2r1Zq6C2Tm6uIaa9yPQyEiIqJGSaFQQC6X48qVK3B3d4dCodB7PC7RvRBCoKSkBNeuXYNcLpee3FYbDHiJiIjIaHK5HP7+/rh69SquXLli6u6QGbO1tYWPjw/k8tpPTGDAS0RERLWiUCjg4+ODsrIylJeXm7o7ZIYsLCxgaWl5z389YMBLREREtSaTyWBlZQUrKytTd4WoSrxpjYiIiIjMGgNeIiIiIjJrDHiJiIiIyKwx4CUiIiIis8aAl4iIiIjMGgNeIiIiIjJrDHiJiIiIyKw1SMC7bNky+Pn5wdraGqGhoTh8+HC1+Tdu3IjAwEBYW1ujffv22LFjh87+zZs34/HHH4erqytkMhlSU1P16rh16xYmTZoEV1dX2NvbY/DgwcjMzKzLwyIiIiKi+0C9B7wbNmxATEwM5s6di6NHj6Jjx46IjIxEVlaWwfy//PILRo4ciejoaBw7dgwDBw7EwIED8ccff0h5CgsL0aNHD7z77rtVtjtjxgxs27YNGzduxN69e3HlyhUMGjSozo+PiIiIiBo3mRBC1GcDoaGh6NKlCz766CMAgFarhbe3N6ZMmYJZs2bp5R8+fDgKCwuxfft2Ka1r164ICgrCihUrdPKmp6fD398fx44dQ1BQkJSel5cHd3d3xMfHY8iQIQCAU6dOoXXr1khOTkbXrl3v2u/8/Hw4OTkhLy8Pjo6OtTl0IiIiIqpHNY3X6nWEt6SkBCkpKYiIiPi7QbkcERERSE5ONlgmOTlZJz8AREZGVpnfkJSUFJSWlurUExgYCB8fnyrr0Wg0yM/P19mIiIiI6P5XrwFvdnY2ysvL4eHhoZPu4eEBtVptsIxarTYqf1V1KBQKODs717ieuLg4ODk5SZu3t3eN2yMiIiKixourNNwWGxuLvLw8abt06ZKpu0REREREdcCyPit3c3ODhYWF3uoImZmZUKlUBsuoVCqj8ldVR0lJCXJzc3VGeaurR6lUQqlU1rgNIiIiIro/1OsIr0KhQHBwMJKSkqQ0rVaLpKQkhIWFGSwTFhamkx8AEhMTq8xvSHBwMKysrHTqOX36NDIyMoyqh4iIiIjuf/U6wgsAMTExGDt2LDp37oyQkBAsXrwYhYWFGD9+PABgzJgxaNasGeLi4gAA06ZNQ3h4OD744AP069cP69evx5EjR7By5UqpzpycHGRkZODKlSsAKoJZoGJkV6VSwcnJCdHR0YiJiYGLiwscHR0xZcoUhIWF1WiFBiIiIiIyH/Ue8A4fPhzXrl3DnDlzoFarERQUhISEBOnGtIyMDMjlfw80d+vWDfHx8fjvf/+LV199FS1btsTWrVvRrl07Kc/3338vBcwAMGLECADA3LlzMW/ePADAokWLIJfLMXjwYGg0GkRGRmL58uX1fbhERERE1MjU+zq89yuuw0tERETUuDWKdXiJiIiIiEyNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGatQQLeZcuWwc/PD9bW1ggNDcXhw4erzb9x40YEBgbC2toa7du3x44dO3T2CyEwZ84ceHp6wsbGBhEREThz5oxOHj8/P8hkMp3tnXfeqfNjIyIiIqLGrd4D3g0bNiAmJgZz587F0aNH0bFjR0RGRiIrK8tg/l9++QUjR45EdHQ0jh07hoEDB2LgwIH4448/pDzvvfcelixZghUrVuDQoUOws7NDZGQkbt26pVPX/PnzcfXqVWmbMmVKvR4rERERETU+MiGEqM8GQkND0aVLF3z00UcAAK1WC29vb0yZMgWzZs3Syz98+HAUFhZi+/btUlrXrl0RFBSEFStWQAgBLy8vzJw5Ey+99BIAIC8vDx4eHlizZg1GjBgBoGKEd/r06Zg+fXqt+p2fnw8nJyfk5eXB0dGxVnUQERERUf2pabxWryO8JSUlSElJQURExN8NyuWIiIhAcnKywTLJyck6+QEgMjJSyn/hwgWo1WqdPE5OTggNDdWr85133oGrqys6deqEBQsWoKysrK4OjYiIiIjuE5b1WXl2djbKy8vh4eGhk+7h4YFTp04ZLKNWqw3mV6vV0v7KtKryAMDUqVPx0EMPwcXFBb/88gtiY2Nx9epVLFy40GC7Go0GGo1Gep+fn1/DoyQiIiKixqxeA15TiomJkV536NABCoUCzz33HOLi4qBUKvXyx8XF4fXXX2/ILhIRERFRA6jXKQ1ubm6wsLBAZmamTnpmZiZUKpXBMiqVqtr8lV+NqROomEtcVlaG9PR0g/tjY2ORl5cnbZcuXar22IiIiIjo/lCvAa9CoUBwcDCSkpKkNK1Wi6SkJISFhRksExYWppMfABITE6X8/v7+UKlUOnny8/Nx6NChKusEgNTUVMjlcjRt2tTgfqVSCUdHR52NiIiIiO5/9T6lISYmBmPHjkXnzp0REhKCxYsXo7CwEOPHjwcAjBkzBs2aNUNcXBwAYNq0aQgPD8cHH3yAfv36Yf369Thy5AhWrlwJAJDJZJg+fTrefPNNtGzZEv7+/njttdfg5eWFgQMHAqi48e3QoUPo1asXHBwckJycjBkzZuCZZ55BkyZN6vuQiYiIiKgRqfeAd/jw4bh27RrmzJkDtVqNoKAgJCQkSDedZWRkQC7/e6C5W7duiI+Px3//+1+8+uqraNmyJbZu3Yp27dpJef7zn/+gsLAQEydORG5uLnr06IGEhARYW1sDqBitXb9+PebNmweNRgN/f3/MmDFDZ14vEREREf071Ps6vPcrrsNLRERE1Lg1inV4iYiIiIhMjQEvEREREZk1BrxEREREZNYY8BIRERGRWWPAS0RERERmjQEvEREREZk1BrxEREREZNYY8BIRERGRWWPAS0RERERmjQEvEREREZk1BrxEREREZNYY8BIRERGRWWPAS0RERERmjQEvEREREZk1BrxEREREZNYY8BIRERGRWWPAS0RERERmjQEvEREREZk1BrxEREREZNYY8BIRERGRWWPAS0RERERmrUEC3mXLlsHPzw/W1tYIDQ3F4cOHq82/ceNGBAYGwtraGu3bt8eOHTt09gshMGfOHHh6esLGxgYRERE4c+aMTp6cnBxERUXB0dERzs7OiI6ORkFBQZ0fGxERERE1bvUe8G7YsAExMTGYO3cujh49io4dOyIyMhJZWVkG8//yyy8YOXIkoqOjcezYMQwcOBADBw7EH3/8IeV57733sGTJEqxYsQKHDh2CnZ0dIiMjcevWLSlPVFQUTpw4gcTERGzfvh379u3DxIkT6/twiYiIiKiRkQkhRH02EBoaii5duuCjjz4CAGi1Wnh7e2PKlCmYNWuWXv7hw4ejsLAQ27dvl9K6du2KoKAgrFixAkIIeHl5YebMmXjppZcAAHl5efDw8MCaNWswYsQIpKWloU2bNvj111/RuXNnAEBCQgL69u2Lv/76C15eXnftd35+PpycnJCXlwdHR8e6+CiIiIiIqA7VNF6zrM9OlJSUICUlBbGxsVKaXC5HREQEkpOTDZZJTk5GTEyMTlpkZCS2bt0KALhw4QLUajUiIiKk/U5OTggNDUVycjJGjBiB5ORkODs7S8EuAEREREAul+PQoUN4+umn6/Ao751WK7D+10t66TLZHe/vuv/OHPqF9OuQ3WW/gSrv0q6hMvp1GNduTdq4e99rU4eR/TRYZ/Un4W5t1qjduxybwVNSB3XofT5GXrOGar17HdWfE8N1GHeN1uQ83u3cG/p+vNfPpz6u2Yo89/b51Mc1a6iOerlm9fZX34bBfjSCa7Y2ddTJz56adIyoEajXgDc7Oxvl5eXw8PDQSffw8MCpU6cMllGr1Qbzq9VqaX9lWnV5mjZtqrPf0tISLi4uUp47aTQaaDQa6X1+fv7dDq/OCACvbvm9wdojIiJqKPf6C0HdDCTcvY66+MXF6EGmevkl9t5/2a7dL+x/p4Q1d8X7Qzvq1WFK9Rrw3k/i4uLw+uuvm6z9x9roBvD6E01EtfsNzUu5c7bKnXnuVkdNZrvo11F9P2tT5i4fRa3qMHRsxn4+d2YwfA7urOMu/TR4bHfmqf683K1Nw3mqb8Ngi/dYh+FjNf7z0avD6Ou+BtfsXeq42/en4TqM7GcNrlljz0mN2q3Fzx79ftT/zy9qvIz9WVrDWmvZG2oI1ws0d8/UwOo14HVzc4OFhQUyMzN10jMzM6FSqQyWUalU1eav/JqZmQlPT0+dPEFBQVKeO2+KKysrQ05OTpXtxsbG6kylyM/Ph7e3dw2O8t5ZyGVYNabz3TMSEVGNGAzu6+AXvdr8wnS3/Q3xC7uxv4TUpN3a/BJ791/K7lLeYJ479xt3TmrSbv38klabY7tzf90PMhlibB0O1o1vPLVee6RQKBAcHIykpCQMHDgQQMVNa0lJSZg8ebLBMmFhYUhKSsL06dOltMTERISFhQEA/P39oVKpkJSUJAW4+fn5OHToEF544QWpjtzcXKSkpCA4OBgAsGvXLmi1WoSGhhpsV6lUQqlU1sFRExGRqRmcj3rX6aacj0pkruo9BI+JicHYsWPRuXNnhISEYPHixSgsLMT48eMBAGPGjEGzZs0QFxcHAJg2bRrCw8PxwQcfoF+/fli/fj2OHDmClStXAqj4ITZ9+nS8+eabaNmyJfz9/fHaa6/By8tLCqpbt26NPn36YMKECVixYgVKS0sxefJkjBgxokYrNBARERGR+aj3gHf48OG4du0a5syZA7VajaCgICQkJEg3nWVkZEAu/3s54G7duiE+Ph7//e9/8eqrr6Jly5bYunUr2rVrJ+X5z3/+g8LCQkycOBG5ubno0aMHEhISYG1tLeVZt24dJk+ejN69e0Mul2Pw4MFYsmRJfR8uERERETUy9b4O7/2K6/ASERERNW41jdca5NHCRERERESmwoCXiIiIiMwaA14iIiIiMmsMeImIiIjIrDHgJSIiIiKzxoCXiIiIiMwaA14iIiIiMmsMeImIiIjIrDHgJSIiIiKzxoCXiIiIiMwaA14iIiIiMmsMeImIiIjIrDHgJSIiIiKzxoCXiIiIiMwaA14iIiIiMmsMeImIiIjIrDHgJSIiIiKzxoCXiIiIiMwaA14iIiIiMmsMeImIiIjIrDHgJSIiIiKzxoCXiIiIiMxavQa8OTk5iIqKgqOjI5ydnREdHY2CgoJqy9y6dQuTJk2Cq6sr7O3tMXjwYGRmZurkycjIQL9+/WBra4umTZvi5ZdfRllZmbR/z549kMlkeptara6X4yQiIiKixqteA96oqCicOHECiYmJ2L59O/bt24eJEydWW2bGjBnYtm0bNm7ciL179+LKlSsYNGiQtL+8vBz9+vVDSUkJfvnlF6xduxZr1qzBnDlz9Oo6ffo0rl69Km1Nmzat82MkIiIiosZNJoQQ9VFxWloa2rRpg19//RWdO3cGACQkJKBv377466+/4OXlpVcmLy8P7u7uiI+Px5AhQwAAp06dQuvWrZGcnIyuXbvixx9/xJNPPokrV67Aw8MDALBixQq88soruHbtGhQKBfbs2YNevXrhxo0bcHZ2rlX/8/Pz4eTkhLy8PDg6OtbuQyAiIiKielPTeK3eRniTk5Ph7OwsBbsAEBERAblcjkOHDhksk5KSgtLSUkREREhpgYGB8PHxQXJyslRv+/btpWAXACIjI5Gfn48TJ07o1BcUFARPT0889thjOHDgQLX91Wg0yM/P19mIiIiI6P5XbwGvWq3Wm0JgaWkJFxeXKufSqtVqKBQKvVFZDw8PqYxardYJdiv3V+4DAE9PT6xYsQLffvstvv32W3h7e+ORRx7B0aNHq+xvXFwcnJycpM3b29uo4yUiIiKixsnogHfWrFkGbwj753bq1Kn66GuNtWrVCs899xyCg4PRrVs3fP755+jWrRsWLVpUZZnY2Fjk5eVJ26VLlxqwx0RERERUXyyNLTBz5kyMGzeu2jwBAQFQqVTIysrSSS8rK0NOTg5UKpXBciqVCiUlJcjNzdUZ5c3MzJTKqFQqHD58WKdc5SoOVdULACEhIdi/f3+V+5VKJZRKZbXHRURERET3H6MDXnd3d7i7u981X1hYGHJzc5GSkoLg4GAAwK5du6DVahEaGmqwTHBwMKysrJCUlITBgwcDqFhpISMjA2FhYVK9b731FrKysqQpE4mJiXB0dESbNm2q7E9qaio8PT2NOlYiIiIiuv8ZHfDWVOvWrdGnTx9MmDABK1asQGlpKSZPnowRI0ZIKzRcvnwZvXv3xhdffIGQkBA4OTkhOjoaMTExcHFxgaOjI6ZMmYKwsDB07doVAPD444+jTZs2GD16NN577z2o1Wr897//xaRJk6QR2sWLF8Pf3x9t27bFrVu38Omnn2LXrl34+eef6+twiYiIiKiRqreAFwDWrVuHyZMno3fv3pDL5Rg8eDCWLFki7S8tLcXp06dRVFQkpS1atEjKq9FoEBkZieXLl0v7LSwssH37drzwwgsICwuDnZ0dxo4di/nz50t5SkpKMHPmTFy+fBm2trbo0KEDdu7ciV69etXn4RIRERFRI1Rv6/De77gOLxEREVHjZvJ1eImIiIiIGgMGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmbV6C3hzcnIQFRUFR0dHODs7Izo6GgUFBdWWuXXrFiZNmgRXV1fY29tj8ODByMzM1MkzdepUBAcHQ6lUIigoyGA9x48fx8MPPwxra2t4e3vjvffeq6vDIiIiIqL7TL0FvFFRUThx4gQSExOxfft27Nu3DxMnTqy2zIwZM7Bt2zZs3LgRe/fuxZUrVzBo0CC9fP/3f/+H4cOHG6wjPz8fjz/+OHx9fZGSkoIFCxZg3rx5WLlyZZ0cFxERERHdX2RCCFHXlaalpaFNmzb49ddf0blzZwBAQkIC+vbti7/++gteXl56ZfLy8uDu7o74+HgMGTIEAHDq1Cm0bt0aycnJ6Nq1q07+efPmYevWrUhNTdVJ//jjjzF79myo1WooFAoAwKxZs7B161acOnWqxseQn58PJycn5OXlwdHR0ZjDJyIiIqIGUNN4rV5GeJOTk+Hs7CwFuwAQEREBuVyOQ4cOGSyTkpKC0tJSRERESGmBgYHw8fFBcnKyUW337NlTCnYBIDIyEqdPn8aNGzeqLKfRaJCfn6+zEREREdH9r14CXrVajaZNm+qkWVpawsXFBWq1usoyCoUCzs7OOukeHh5VlqmqHg8PD706KvdVJS4uDk5OTtLm7e1d4zaJiIiIqPEyKuCdNWsWZDJZtZsx0wYak9jYWOTl5UnbpUuXTN0lIiIiIqoDlsZknjlzJsaNG1dtnoCAAKhUKmRlZemkl5WVIScnByqVymA5lUqFkpIS5Obm6ozyZmZmVlmmqnruXNmh8n119SiVSiiVyhq3Q0RERET3B6MCXnd3d7i7u981X1hYGHJzc5GSkoLg4GAAwK5du6DVahEaGmqwTHBwMKysrJCUlITBgwcDAE6fPo2MjAyEhYXVuI9hYWGYPXs2SktLYWVlBQBITExEq1at0KRJkxrXQ0RERETmoV7m8LZu3Rp9+vTBhAkTcPjwYRw4cACTJ0/GiBEjpBUaLl++jMDAQBw+fBgA4OTkhOjoaMTExGD37t1ISUnB+PHjERYWprNCw9mzZ5Gamgq1Wo3i4mKkpqYiNTUVJSUlAIBRo0ZBoVAgOjoaJ06cwIYNG/Dhhx8iJiamPg6ViIiIiBo5o0Z4jbFu3TpMnjwZvXv3hlwux+DBg7FkyRJpf2lpKU6fPo2ioiIpbdGiRVJejUaDyMhILF++XKfeZ599Fnv37pXed+rUCQBw4cIF+Pn5wcnJCT///DMmTZqE4OBguLm5Yc6cOXddA5iIiIiIzFO9rMNrDrgOLxEREVHjZtJ1eImIiIiIGgsGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmTUGvERERERk1hjwEhEREZFZY8BLRERERGaNAS8RERERmbV6C3hzcnIQFRUFR0dHODs7Izo6GgUFBdWWuXXrFiZNmgRXV1fY29tj8ODByMzM1MkzdepUBAcHQ6lUIigoSK+O9PR0yGQyve3gwYN1eXhEREREdJ+ot4A3KioKJ06cQGJiIrZv3459+/Zh4sSJ1ZaZMWMGtm3bho0bN2Lv3r24cuUKBg0apJfv//7v/zB8+PBq69q5cyeuXr0qbcHBwfd0PERERER0f7Ksj0rT0tKQkJCAX3/9FZ07dwYALF26FH379sX7778PLy8vvTJ5eXn47LPPEB8fj0cffRQAsHr1arRu3RoHDx5E165dAQBLliwBAFy7dg3Hjx+vsg+urq5QqVR1fWhEREREdJ+plxHe5ORkODs7S8EuAEREREAul+PQoUMGy6SkpKC0tBQRERFSWmBgIHx8fJCcnGx0HwYMGICmTZuiR48e+P77740/CCIiIiIyC/UywqtWq9G0aVPdhiwt4eLiArVaXWUZhUIBZ2dnnXQPD48qyxhib2+PDz74AN27d4dcLse3336LgQMHYuvWrRgwYECV5TQaDTQajfQ+Pz+/xm0SERERUeNl1AjvrFmzDN4Q9s/t1KlT9dXXGnFzc0NMTAxCQ0PRpUsXvPPOO3jmmWewYMGCasvFxcXByclJ2ry9vRuox0RERERUn4wa4Z05cybGjRtXbZ6AgACoVCpkZWXppJeVlSEnJ6fKebUqlQolJSXIzc3VGeXNzMy857m4oaGhSExMrDZPbGwsYmJipPd5eXnw8fHhSC8RERFRI1UZpwkhqs1nVMDr7u4Od3f3u+YLCwtDbm4uUlJSpNURdu3aBa1Wi9DQUINlgoODYWVlhaSkJAwePBgAcPr0aWRkZCAsLMyYbupJTU2Fp6dntXmUSiWUSqX0vvID5EgvERERUeN28+ZNODk5Vbm/Xubwtm7dGn369MGECROwYsUKlJaWYvLkyRgxYoS0QsPly5fRu3dvfPHFFwgJCYGTkxOio6MRExMDFxcXODo6YsqUKQgLC5NWaACAs2fPoqCgAGq1GsXFxUhNTQUAtGnTBgqFAmvXroVCoUCnTp0AAJs3b8bnn3+OTz/91Khj8PLywqVLl+Dg4ACZTFY3H0w18vPz4e3tjUuXLsHR0bHe26O6x3N4f+P5u//xHN7/eA7vfw19DoUQuHnzpsEVwP6pXgJeAFi3bh0mT56M3r17Qy6XY/DgwdKSYgBQWlqK06dPo6ioSEpbtGiRlFej0SAyMhLLly/XqffZZ5/F3r17pfeVge2FCxfg5+cHAHjjjTdw8eJFWFpaIjAwEBs2bMCQIUOM6r9cLscDDzxg7GHfM0dHR36T3+d4Du9vPH/3P57D+x/P4f2vIc9hdSO7lWTibpMeqEHk5+fDyckJeXl5/Ca/T/Ec3t94/u5/PIf3P57D+19jPYf19qQ1IiIiIqLGgAFvI6FUKjF37lydG+fo/sJzeH/j+bv/8Rze/3gO73+N9RxySgMRERERmTWO8BIRERGRWWPAS0RERERmjQEvEREREZk1BrxEREREZNYY8DagZcuWwc/PD9bW1ggNDcXhw4erzb9x40YEBgbC2toa7du3x44dOxqop1QVY87hqlWr8PDDD6NJkyZo0qQJIiIi7nrOqX4Z+z1Yaf369ZDJZBg4cGD9dpDuythzmJubi0mTJsHT0xNKpRIPPvggf5aamLHncPHixWjVqhVsbGzg7e2NGTNm4NatWw3UW/qnffv2oX///vDy8oJMJsPWrVvvWmbPnj146KGHoFQq0aJFC6xZs6be+2mQoAaxfv16oVAoxOeffy5OnDghJkyYIJydnUVmZqbB/AcOHBAWFhbivffeEydPnhT//e9/hZWVlfj9998buOdUydhzOGrUKLFs2TJx7NgxkZaWJsaNGyecnJzEX3/91cA9JyGMP3+VLly4IJo1ayYefvhh8dRTTzVMZ8kgY8+hRqMRnTt3Fn379hX79+8XFy5cEHv27BGpqakN3HOqZOw5XLdunVAqlWLdunXiwoUL4qeffhKenp5ixowZDdxzEkKIHTt2iNmzZ4vNmzcLAGLLli3V5j9//rywtbUVMTEx4uTJk2Lp0qXCwsJCJCQkNEyH/4EBbwMJCQkRkyZNkt6Xl5cLLy8vERcXZzD/sGHDRL9+/XTSQkNDxXPPPVev/aSqGXsO71RWViYcHBzE2rVr66uLVI3anL+ysjLRrVs38emnn4qxY8cy4DUxY8/hxx9/LAICAkRJSUlDdZHuwthzOGnSJPHoo4/qpMXExIju3bvXaz/p7moS8P7nP/8Rbdu21UkbPny4iIyMrMeeGcYpDQ2gpKQEKSkpiIiIkNLkcjkiIiKQnJxssExycrJOfgCIjIysMj/Vr9qcwzsVFRWhtLQULi4u9dVNqkJtz9/8+fPRtGlTREdHN0Q3qRq1OYfff/89wsLCMGnSJHh4eKBdu3Z4++23UV5e3lDdpn+ozTns1q0bUlJSpGkP58+fx44dO9C3b98G6TPdm8YUy1g2eIv/QtnZ2SgvL4eHh4dOuoeHB06dOmWwjFqtNphfrVbXWz+parU5h3d65ZVX4OXlpffNT/WvNudv//79+Oyzz5CamtoAPaS7qc05PH/+PHbt2oWoqCjs2LEDZ8+exYsvvojS0lLMnTu3IbpN/1Cbczhq1ChkZ2ejR48eEEKgrKwMzz//PF599dWG6DLdo6pimfz8fBQXF8PGxqbB+sIRXqIG8M4772D9+vXYsmULrK2tTd0duoubN29i9OjRWLVqFdzc3EzdHaolrVaLpk2bYuXKlQgODsbw4cMxe/ZsrFixwtRdoxras2cP3n77bSxfvhxHjx7F5s2b8cMPP+CNN94wddfoPsMR3gbg5uYGCwsLZGZm6qRnZmZCpVIZLKNSqYzKT/WrNuew0vvvv4933nkHO3fuRIcOHeqzm1QFY8/fuXPnkJ6ejv79+0tpWq0WAGBpaYnTp0+jefPm9dtp0lGb70FPT09YWVnBwsJCSmvdujXUajVKSkqgUCjqtc+kqzbn8LXXXsPo0aPx7LPPAgDat2+PwsJCTJw4EbNnz4ZcznG7xqyqWMbR0bFBR3cBjvA2CIVCgeDgYCQlJUlpWq0WSUlJCAsLM1gmLCxMJz8AJCYmVpmf6ldtziEAvPfee3jjjTeQkJCAzp07N0RXyQBjz19gYCB+//13pKamStuAAQPQq1cvpKamwtvbuyG7T6jd92D37t1x9uxZ6ZcVAPjzzz/h6enJYNcEanMOi4qK9ILayl9ghBD111mqE40qlmnw2+T+pdavXy+USqVYs2aNOHnypJg4caJwdnYWarVaCCHE6NGjxaxZs6T8Bw4cEJaWluL9998XaWlpYu7cuVyWzMSMPYfvvPOOUCgUYtOmTeLq1avSdvPmTVMdwr+asefvTlylwfSMPYcZGRnCwcFBTJ48WZw+fVps375dNG3aVLz55pumOoR/PWPP4dy5c4WDg4P4+uuvxfnz58XPP/8smjdvLoYNG2aqQ/hXu3nzpjh27Jg4duyYACAWLlwojh07Ji5evCiEEGLWrFli9OjRUv7KZclefvllkZaWJpYtW8Zlyf4Nli5dKnx8fIRCoRAhISHi4MGD0r7w8HAxduxYnfzffPONePDBB4VCoRBt27YVP/zwQwP3mO5kzDn09fUVAPS2uXPnGt3u3LlzBQBx7dq1OjiK+0ttPzNDjD1//3zfGAPeF154QURERBhd7s5jW716tQAgfv311zrp15317969WwAQu3fvltLCw8P1liuqCWN/jv7yyy8iNDRUKJVKERAQIN566y1RVlZmsO47r7WPP/5YeHt7i1u3bhndT6qaMeewtLRUzJs3TzRv3lxYW1sLb29v8eKLL4obN240fMdJ+l6+c6s8Z2PHjhXh4eF6ZYKCgoRCoRABAQFi9erVDd5vIRjwEpnMH3/8IaKiooSXl5dQKBTC09NTjBo1Svzxxx96eRnwzq1y/wcffCAAiMTExCrzrFy5UgAQ3333XY3bvTNoa2zOnz8vrKysxK5du6S0CxcuCABiwYIF1Za9nwPe+nTntVZcXCw8PDzEhx9+aLpOGbBu3TqxaNGiBmnr8uXLYu7cueLYsWM1yn/z5k0xZ84cERkZKZo0aSIAmCzAIfonzuElMoHNmzfjoYceQlJSEsaPH4/ly5cjOjoau3fvxkMPPYQtW7aYuov3jREjRkAulyM+Pr7KPPHx8XB1dcUTTzzRgD2rXx9++CH8/f3Rq1cvo8uePn0aq1atqodeGdazZ08UFxejZ8+eDdZmXbC2tsbYsWOxcOHCRjVfND4+HosXL26Qtq5cuYLXX3+9xsvzZWdnY/78+UhLS0PHjh3rt3NERmDAS9TAzp07h9GjRyMgIADHjx/Hm2++iejoaLzxxhs4fvw4AgICMHr0aJw/f97UXdWj1Wob3TPsvby80KtXL2zevBkajUZv/+XLl7Fv3z4MHToUVlZWJuhh3SstLcW6deswbNiwWpVXKpUN+lnI5XJYW1vfl3fUDxs2DBcvXsTu3btN3ZX7gqenJ65evYqLFy9iwYIFpu4OkeT+++lDdJ9bsGABioqKsHLlSri7u+vsc3NzwyeffILCwkK89957emWzs7MxbNgwODo6wtXVFdOmTdMLQBMTE9GjRw84OzvD3t4erVq10lukXaPRYO7cuWjRogWUSiW8vb3xn//8Ry9glMlkmDx5MtatW4e2bdtCqVRi27ZtcHFxwfjx4/X6l5+fD2tra7z00ktGt6XRaDBjxgy4u7vDwcEBAwYMwF9//VWjz/SZZ55BXl4efvjhB71969evh1arRVRUFICKZeK6desGV1dX2NjYIDg4GJs2bbprG/PmzYNMJtNLX7NmDWQyGdLT03XSf/zxRzz88MOws7ODg4MD+vXrhxMnTujkUavVGD9+PB544AEolUp4enriqaee0qvrTvv370d2dnatH2Li5+eHcePGVZvnxo0bCAkJwQMPPIDTp08DqPm5vNOePXsgk8mwZ88evX0nT55Er169YGtri2bNmhm87rOyshAdHQ0PDw9YW1ujY8eOWLt2rV6+wsJCzJw5E97e3lAqlWjVqhXef/99vdFZY6614OBguLi44Lvvvqv2GKtz/vx5DB06FC4uLrC1tUXXrl31rtWqrqM7P7tHHnkEP/zwAy5evAiZTAaZTAY/Pz+dvBs2bMCrr74KlUoFOzs7DBgwAJcuXdKpt6pr4JFHHsEjjzwi1delSxcAwPjx46X21qxZU+WxKpVKLp9JjRLX4SVqYNu2bYOfnx8efvhhg/t79uwJPz8/g8HbsGHD4Ofnh7i4OBw8eBBLlizBjRs38MUXXwAATpw4gSeffBIdOnTA/PnzoVQqcfbsWRw4cECqQ6vVYsCAAdi/fz8mTpyI1q1b4/fff8eiRYvw559/YuvWrTpt7tq1C9988w0mT54MNzc3tGzZEk8//TQ2b96MTz75RGd5p61bt0Kj0WDEiBFGt/Xss8/iq6++wqhRo9CtWzfs2rUL/fr1q9FnOmjQILzwwguIj4/HoEGDdPbFx8fD19cX3bt3B1AxFWDAgAGIiopCSUkJ1q9fj6FDh2L79u01bu9uvvzyS4wdOxaRkZF49913UVRUhI8//hg9evTAsWPHpABl8ODBOHHiBKZMmQI/Pz9kZWUhMTERGRkZUh5DfvnlF8hkMnTq1KlO+nun7OxsPPbYY8jJycHevXvRvHlzo6+bmrhx4wb69OmDQYMGYdiwYdi0aRNeeeUVtG/fXpp+UlxcjEceeQRnz57F5MmT4e/vj40bN2LcuHHIzc3FtGnTAFQsUTVgwADs3r0b0dHRCAoKwk8//YSXX34Zly9fxqJFi6R2jb3WHnroIZ3vIWNkZmaiW7duKCoqwtSpU+Hq6oq1a9diwIAB2LRpE55++mmj6ps9ezby8vLw119/Scdkb2+vk+ett96CTCbDK6+8gqysLCxevBgRERFITU01au3T1q1bY/78+ZgzZw4mTpwo/czq1q2bUX0mahRMPIeY6F8lNzdXALjr3f4DBgwQAER+fr4Q4u+b1gYMGKCT78UXXxQAxG+//SaEEGLRokV3vbntyy+/FHK5XPzvf//TSV+xYoUAIA4cOCClARByuVycOHFCJ+9PP/0kAIht27bppPft21cEBAQY3VZqaqoAIF588UWdfKNGjarxKg1Dhw4V1tbWIi8vT0o7deqUACBiY2OltKKiIp1yJSUlol27duLRRx/VSb/zxqvKc3Cnyhu+Lly4IISouGnH2dlZTJgwQSefWq0WTk5OUvqNGzdqdIOZIc8884xwdXXVS6+Lm9auXr0q2rZtKwICAkR6erqUx5jrpqY3rQEQX3zxhZSm0WiESqUSgwcPltIWL14sAIivvvpKSispKRFhYWHC3t5e+h7ZunWrAKC35NiQIUOETCYTZ8+eFULU7lqbOHGisLGx0UuvienTpwsAOp/bzZs3hb+/v/Dz8xPl5eVCCP3rqJKhz65fv37C19dXr63KvM2aNZM+FyEqVvwBoHPzXVU3ZYaHh+vcZf/rr7/W+sazeylLVNc4pYGoAd28eRMA4ODgUG2+yv35+fk66ZMmTdJ5P2XKFADAjh07AADOzs4AgO+++05nsf1/2rhxI1q3bo3AwEBkZ2dL26OPPgoAenMVw8PD0aZNG520Rx99FG5ubtiwYYOUduPGDSQmJmL48OFGt1XZ/6lTp+q0M336dIPHYMgzzzyDW7duYfPmzVJa5Y1sldMZAOiMcN24cQN5eXl4+OGHcfTo0Rq3VZ3ExETk5uZi5MiROsdsYWGB0NBQ6ZhtbGygUCiwZ88e3Lhxw6g2rl+/jiZNmtRJf//pr7/+Qnh4OEpLS7Fv3z74+vpK+4y9bmrC3t4ezzzzjPReoVAgJCREZ/76jh07oFKpMHLkSCnNysoKU6dORUFBAfbu3Svls7Cw0LuGZs6cCSEEfvzxRykfYNy11qRJExQXF6OoqMjoY9yxYwdCQkLQo0cPKc3e3h4TJ05Eeno6Tp48aXSddzNmzBidnzFDhgyBp6endOxE/0ac0kDUgCr/E6oMfKtSVWDcsmVLnffNmzeHXC6X5v0NHz4cn376KZ599lnMmjULvXv3xqBBgzBkyBDphqEzZ84gLS1Nb/5wpaysLJ33/v7+enksLS0xePBgxMfHQ6PRQKlUYvPmzSgtLdUJeGva1sWLFyGXy/Ue19uqVSuD5Qx54okn4OLigvj4eGlu4tdff42OHTuibdu2Ur7t27fjzTffRGpqqs7cU0Pzc2vjzJkzACAFgndydHQEUDHX8d1338XMmTPh4eGBrl274sknn8SYMWNqNAdS1MOqAaNHj4alpSXS0tL0+mDsdVMTDzzwgN7n3qRJExw/flx6f/HiRbRs2VLvhrfWrVtL+yu/enl56X3PGMpn7LVW+VnX5hq5ePEiQkND9dL/2a927doZXW917vw5IZPJ0KJFi7vODScyZwx4iRqQk5MTPD09df5DN+T48eNo1qyZFBxV5c7/gG1sbLBv3z7s3r0bP/zwAxISErBhwwY8+uij+Pnnn2FhYQGtVov27dtj4cKFBuu887G5Vc35GzFiBD755BP8+OOPGDhwIL755hsEBgbqLEVkbFv3wsrKCsOGDcOqVauQmZmJjIwMnDlzRucmqP/9738YMGAAevbsieXLl8PT0xNWVlZYvXp1tcuaAVUHO+Xl5TrvK0fWv/zyS4OBq6Xl3z92p0+fjv79+2Pr1q346aef8NprryEuLg67du2qdn6uq6ur0aPCNTFo0CB88cUX+PDDDxEXF6ezrz7OZeUjYu9UH8H8vbhx4wZsbW2Nmv9qrJpeXw3RXlXnheh+xoCXqIE9+eSTWLVqFfbv36/zZ85K//vf/5Ceno7nnntOb9+ZM2d0RlzPnj0LrVarc4OTXC5H79690bt3byxcuBBvv/02Zs+ejd27dyMiIgLNmzfHb7/9ht69e9/TqGbPnj3h6emJDRs2oEePHti1axdmz56tk6embfn6+kKr1eLcuXM6I22VqwPUVFRUFFasWIENGzbgwoULkMlkOn8K//bbb2FtbY2ffvoJSqVSSl+9evVd666cQpCbmytNHQH+HjmsVDly2LRp0xqtotC8eXPMnDkTM2fOxJkzZxAUFIQPPvgAX331VZVlAgMDsW7dOuTl5cHJyemubdTUlClT0KJFC8yZMwdOTk6YNWuWTj/r4roxlq+vL44fPw6tVqszynvq1Clpf+XXnTt34ubNmzqjvIbyGXutXbhwQRqRrU3/DdV9Z7/+eX39053XF3D3kebKvzJUEkLg7Nmz6NChg5TWpEkTvbYq2wsICKhxW0T3C87hJWpgL7/8MmxsbPDcc8/h+vXrOvtycnLw/PPPw9bWFi+//LJe2WXLlum8X7p0KQBId7Tn5OTolQkKCgIA6c/3w4YNw+XLlw0+eKC4uBiFhYU1Og65XI4hQ4Zg27Zt+PLLL1FWVqYzncGYtir7v2TJEp08xi6u3717d/j5+eGrr77Chg0bEB4ejgceeEDab2FhAZlMpjNqlp6eXqMVBioD2X379klphYWFestjRUZGwtHREW+//TZKS0v16rl27RoAoKioSG9JuebNm8PBweGuy3yFhYVBCIGUlJS79ttYr732Gl566SXExsbi448/ltLr6roxVt++faFWq3Xmi5eVlWHp0qWwt7dHeHi4lK+8vBwfffSRTvlFixZBJpNJ11htrrWjR4/WemWCvn374vDhw0hOTpbSCgsLsXLlSvj5+Unz4w1dX+Xl5Vi5cqVenXZ2dsjLy6uyzS+++EJn2tSmTZtw9epVnQevNG/eHAcPHkRJSYmUtn37dr3ly+zs7ADoB+JE9xuO8BI1sJYtW2Lt2rWIiopC+/btER0dDX9/f6Snp+Ozzz5DdnY2vv76a705hkDFSNOAAQPQp08fJCcnS0srVU4jmD9/Pvbt24d+/frB19cXWVlZWL58OR544AFpNHn06NH45ptv8Pzzz2P37t3o3r07ysvLcerUKXzzzTf46aef0Llz5xody/Dhw7F06VLMnTsX7du31xsFq2lbQUFBGDlyJJYvX468vDx069YNSUlJOHv2rFGfrUwmw6hRo/D2229Ln8c/9evXDwsXLkSfPn0watQoZGVlYdmyZWjRosVdp5k8/vjj8PHxQXR0NF5++WVYWFjg888/h7u7OzIyMqR8jo6O+PjjjzF69Gg89NBDGDFihJTnhx9+QPfu3fHRRx/hzz//RO/evTFs2DC0adMGlpaW2LJlCzIzM6Vl3arSo0cPuLq6YufOnQbnCiclJRl8QMjAgQNrNF90wYIFyMvLw6RJk+Dg4IBnnnmmTq8bY0ycOBGffPIJxo0bh5SUFPj5+WHTpk04cOAAFi9eLI3m9u/fH7169cLs2bORnp6Ojh074ueff8Z3332H6dOnS99Pxl5rKSkpyMnJwVNPPaWTPm/ePLz++uvYvXu3tG6tIbNmzcLXX3+NJ554AlOnToWLiwvWrl2LCxcu4Ntvv5VGrdu2bYuuXbsiNjYWOTk5cHFxwfr161FWVqZXZ3BwMDZs2ICYmBh06dIF9vb26N+/v7TfxcUFPXr0wPjx45GZmYnFixejRYsWmDBhgpTn2WefxaZNm9CnTx8MGzYM586dw1dffaX3c6d58+ZwdnbGihUr4ODgADs7O4SGhhqc21/po48+Qm5uLq5cuQKgYinGynWOp0yZUqd/lSCqMVMuEUH0b3b8+HExcuRI4enpKaysrIRKpRIjR44Uv//+u17eyiWxTp48KYYMGSIcHBxEkyZNxOTJk0VxcbGULykpSTz11FPCy8tLKBQK4eXlJUaOHCn+/PNPnfpKSkrEu+++K9q2bSuUSqVo0qSJCA4OFq+//rrOsl4AxKRJk6o8Bq1WK7y9vQ0uB2VsW8XFxWLq1KnC1dVV2NnZif79+4tLly7VeFmySidOnBAAhFKpFDdu3NDb/9lnn4mWLVsKpVIpAgMDxerVqw0uOWZo2aaUlBQRGhoqFAqF8PHxEQsXLqx2OanIyEjh5OQkrK2tRfPmzcW4cePEkSNHhBBCZGdni0mTJonAwEBhZ2cnnJycRGhoqPjmm29qdJxTp04VLVq00EmrXJasqu3LL780eGz/XJasUnl5uRg5cqSwtLQUW7duFULU/FzWdFmytm3b6h3X2LFj9ZbcyszMFOPHjxdubm5CoVCI9u3bG1zq6ubNm2LGjBnCy8tLWFlZiZYtW4oFCxYIrVark8+Ya+2VV14RPj4+enXMnDlTyGQykZaWptePO507d04MGTJEODs7C2traxESEiK2b99uMF9ERIRQKpXCw8NDvPrqqyIxMVHvsysoKBCjRo0Szs7OAoD0eVV+zl9//bWIjY0VTZs2FTY2NqJfv37i4sWLeu198MEHolmzZkKpVIru3buLI0eO6C1LJoQQ3333nWjTpo2wtLSs0TJjvr6+VV6Dd36fEDUUmRCN7O4AIiK6q/PnzyMwMBA//vgjevfuberumCWNRgM/Pz/MmjVLesBFpZCQEPj6+mLjxo0m6p2+PXv2oFevXti4cSOGDBli6u4QNSqcw0tEdB8KCAhAdHQ03nnnHVN3xWytXr0aVlZWeP7553XS8/Pz8dtvv+lNmSGixosjvERERGaAI7xEVeMILxERERGZNY7wEhEREZFZ4wgvEREREZk1BrxEREREZNb44IkqaLVaXLlyBQ4ODny0IhEREVEjJITAzZs34eXlpfP48Tsx4K3ClStX4O3tbepuEBEREdFdXLp0SedR8ndiwFuFysdVXrp0CY6OjibuDRERERHdKT8/H97e3lLcVhUGvFWonMbg6OjIgJeIiIioEbvb9FPetEZEREREZo0BLxERERGZNQa8RERERGTWOIeXiIiI7kl5eTlKS0tN3Q0yQ1ZWVrCwsLjnehpFwLts2TIsWLAAarUaHTt2xNKlSxESEmIw74kTJzBnzhykpKTg4sWLWLRoEaZPn66TZ968eXj99dd10lq1aoVTp07V1yEQERH96wghoFarkZuba+qukBlzdnaGSqW6p+cimDzg3bBhA2JiYrBixQqEhoZi8eLFiIyMxOnTp9G0aVO9/EVFRQgICMDQoUMxY8aMKutt27Ytdu7cKb23tDT5oRIREZmVymC3adOmsLW15YOaqE4JIVBUVISsrCwAgKenZ63rMnkUuHDhQkyYMAHjx48HAKxYsQI//PADPv/8c8yaNUsvf5cuXdClSxcAMLi/kqWlJVQqVf10moiI6F+uvLxcCnZdXV1N3R0yUzY2NgCArKwsNG3atNbTG0x601pJSQlSUlIQEREhpcnlckRERCA5Ofme6j5z5gy8vLwQEBCAqKgoZGRk3Gt3iYiI6LbKObu2trYm7gmZu8pr7F7miZs04M3OzkZ5eTk8PDx00j08PKBWq2tdb2hoKNasWYOEhAR8/PHHuHDhAh5++GHcvHmzyjIajQb5+fk6GxEREVWP0xiovtXFNWbyKQ314YknnpBed+jQAaGhofD19cU333yD6Ohog2Xi4uL0bnQjIiIiovufSUd43dzcYGFhgczMTJ30zMzMOp1/6+zsjAcffBBnz56tMk9sbCzy8vKk7dKlS3XWPhEREd2f/Pz8sHjxYlN3o86Y2/HUlEkDXoVCgeDgYCQlJUlpWq0WSUlJCAsLq7N2CgoKcO7cuWrv7lMqlXB0dNTZiIiIyDxdunQJ//d//wcvLy8oFAr4+vpi2rRpuH79uqm7ZlLz5s2DTCaDTCaDpaUl3Nzc0LNnTyxevBgajcaouvbs2QOZTNYolq0z+ZPWYmJisGrVKqxduxZpaWl44YUXUFhYKK3aMGbMGMTGxkr5S0pKkJqaitTUVJSUlODy5ctITU3VGb196aWXsHfvXqSnp+OXX37B008/DQsLC4wcObLBj4+IiIgal/Pnz6Nz5844c+YMvv76a5w9exYrVqyQBtxycnJM1rfy8nJotVqTtQ9ULO169epVZGRkYPfu3Rg6dCji4uLQrVu3au+HasxMHvAOHz4c77//PubMmYOgoCCkpqYiISFBupEtIyMDV69elfJfuXIFnTp1QqdOnXD16lW8//776NSpE5599lkpz19//YWRI0eiVatWGDZsGFxdXXHw4EG4u7s3+PERERFR4zJp0iQoFAr8/PPPCA8Ph4+PD5544gns3LkTly9fxuzZs3Xy37x5EyNHjoSdnR2aNWuGZcuWSfuEEJg3bx58fHygVCrh5eWFqVOnSvs1Gg1eeuklNGvWDHZ2dggNDcWePXuk/WvWrIGzszO+//57tGnTBkqlEp9++imsra31RkanTZuGRx99VHq/f/9+PPzww7CxsYG3tzemTp2KwsJCaX9WVhb69+8PGxsb+Pv7Y926dTX6fCqXdvXy8kL79u0xZcoU7N27F3/88QfeffddKd+XX36Jzp07w8HBASqVCqNGjZLWzE1PT0evXr0AAE2aNIFMJsO4ceMAAAkJCejRowecnZ3h6uqKJ598EufOnatR32pNkEF5eXkCgMjLyzN1V4iIiBqd4uJicfLkSVFcXCylabVaUagpNcmm1Wpr1O/r168LmUwm3n77bYP7J0yYIJo0aSLV5+vrKxwcHERcXJw4ffq0WLJkibCwsBA///yzEEKIjRs3CkdHR7Fjxw5x8eJFcejQIbFy5UqpvmeffVZ069ZN7Nu3T5w9e1YsWLBAKJVK8eeffwohhFi9erWwsrIS3bp1EwcOHBCnTp0SBQUFwsPDQ3z66adSPWVlZTppZ8+eFXZ2dmLRokXizz//FAcOHBCdOnUS48aNk8o88cQTomPHjiI5OVkcOXJEdOvWTdjY2IhFixZV+fnMnTtXdOzY0eC+p556SrRu3Vp6/9lnn4kdO3aIc+fOieTkZBEWFiaeeOIJqb/ffvutACBOnz4trl69KnJzc4UQQmzatEl8++234syZM+LYsWOif//+on379qK8vNxgu4autUo1jdfMcpUGIiIianjFpeVoM+cnk7R9cn4kbBV3D2vOnDkDIQRat25tcH/r1q1x48YNXLt2TXria/fu3aWHXT344IM4cOAAFi1ahMceewwZGRlQqVSIiIiAlZUVfHx8EBISAqDir9SrV69GRkYGvLy8AFRMu0xISMDq1avx9ttvA6hYX3b58uXo2LGj1I8RI0YgPj5eWl0qKSkJubm5GDx4MICK1aWioqIwffp0AEDLli2xZMkShIeH4+OPP0ZGRgZ+/PFHHD58WHpg12effVblcddEYGAgfv75Z+n9//3f/0mvAwICsGTJEnTp0gUFBQWwt7eHi4sLAKBp06ZwdnaW8lYeQ6XPP/8c7u7uOHnyJNq1a1fr/lXH5FMaiIiIiBqaEKLGee+8kT4sLAxpaWkAgKFDh6K4uBgBAQGYMGECtmzZgrKyMgDA77//jvLycjz44IOwt7eXtr179+r8CV+hUKBDhw46bURFRWHPnj24cuUKAGDdunXo16+fFDj+9ttvWLNmjU69kZGR0Gq1uHDhAtLS0mBpaYng4GCpzsDAQJ3A01hCCJ01cVNSUtC/f3/4+PjAwcEB4eHhAHDXh32dOXMGI0eOREBAABwdHeHn51ejcveCI7xERERUJ2ysLHByfqTJ2q6JFi1aQCaTIS0tDU8//bTe/rS0NDRp0qTG9/14e3vj9OnT2LlzJxITE/Hiiy9iwYIF2Lt3LwoKCmBhYYGUlBS9R+La29v/3XcbG72HK3Tp0gXNmzfH+vXr8cILL2DLli1Ys2aNtL+goADPPfecznzhSj4+Pvjzzz9r1H9jpKWlwd/fHwBQWFiIyMhIREZGYt26dXB3d0dGRgYiIyNRUlJSbT39+/eHr68vVq1aBS8vL2i1WrRr1+6u5e4FA14iIiKqEzKZrEbTCkzJ1dUVjz32GJYvX44ZM2bAxsZG2qdWq7Fu3TqMGTNGJwA9ePCgTh0HDx7UmRpgY2OD/v37o3///pg0aRICAwPx+++/o1OnTigvL0dWVhYefvhho/saFRWFdevW4YEHHoBcLke/fv2kfQ899BBOnjyJFi1aGCwbGBiIsrIypKSkSFMaTp8+Xeslwk6dOoWEhARp5axTp07h+vXreOedd+Dt7Q0AOHLkiE4ZhUIBoGLliUrXr1/H6dOnsWrVKukz2b9/f636ZAxOaSAiIqJ/lY8++ggajQaRkZHYt28fLl26hISEBDz22GNo1qwZ3nrrLZ38Bw4cwHvvvYc///wTy5Ytw8aNGzFt2jQAFassfPbZZ/jjjz9w/vx5fPXVV7CxsYGvry8efPBBREVFYcyYMdi8eTMuXLiAw4cPIy4uDj/88MNd+xkVFYWjR4/irbfewpAhQ6BUKqV9r7zyCn755RdMnjwZqampOHPmDL777jtMnjwZANCqVSv06dMHzz33HA4dOoSUlBQ8++yzOgF+VcrKyqBWq3HlyhX8/vvvWLp0KcLDwxEUFISXX34ZQMUoskKhwNKlS3H+/Hl8//33eOONN3Tq8fX1hUwmw/bt23Ht2jUUFBSgSZMmcHV1xcqVK3H27Fns2rULMTExd+3TPav2lrZ/Ma7SQEREVLXq7py/H6Snp4uxY8cKDw8PYWVlJby9vcWUKVNEdna2Tj5fX1/x+uuvi6FDhwpbW1uhUqnEhx9+KO3fsmWLCA0NFY6OjsLOzk507dpV7Ny5U9pfUlIi5syZI/z8/ISVlZXw9PQUTz/9tDh+/LgQomKVBicnpyr7GRISIgCIXbt26e07fPiweOyxx4S9vb2ws7MTHTp0EG+99Za0/+rVq6Jfv35CqVQKHx8f8cUXXwhfX9+7rtIAQAAQFhYWwsXFRfTo0UMsWrRI3Lp1SydvfHy88PPzE0qlUoSFhYnvv/9eABDHjh2T8syfP1+oVCohk8nE2LFjhRBCJCYmitatWwulUik6dOgg9uzZIwCILVu2GOxTXazSIBPCiFnb/yL5+flwcnJCXl4en7pGRER0h1u3buHChQvw9/eHtbW1qbtDZqy6a62m8RqnNBARERGRWWPAS0RERERmjQEvEREREZk1BrxEREREZNYY8BIRERGRWWPAS0RERLWm1WpN3QUyc3VxjTXux6EQERFRo6RQKCCXy3HlyhW4u7tDoVDoPR6X6F4IIVBSUoJr165BLpdLT26rDQa8REREZDS5XA5/f39cvXoVV65cMXV3yIzZ2trCx8cHcnntJyYw4CUiIqJaUSgU8PHxQVlZGcrLy03dHTJDFhYWsLS0vOe/HjDgJSIiolqTyWSwsrKClZWVqbtCVCXetEZEREREZo0BLxERERGZNQa8RERERGTWGkXAu2zZMvj5+cHa2hqhoaE4fPhwlXlPnDiBwYMHw8/PDzKZDIsXL77nOomIiIjIfJk84N2wYQNiYmIwd+5cHD16FB07dkRkZCSysrIM5i8qKkJAQADeeecdqFSqOqmTiIiIiMyXTAghTNmB0NBQdOnSBR999BGAiqdpeHt7Y8qUKZg1a1a1Zf38/DB9+nRMnz69zuqslJ+fDycnJ+Tl5cHR0dH4AyMiIiKielXTeM2kI7wlJSVISUlBRESElCaXyxEREYHk5ORGUycRERER3b9Mug5vdnY2ysvL4eHhoZPu4eGBU6dONWidGo0GGo1Gep+fn1+r9omIiIiocTH5HN7GIi4uDk5OTtLm7e1t6i4RERERUR0wacDr5uYGCwsLZGZm6qRnZmZWeUNafdUZGxuLvLw8abt06VKt2iciIiKixsWkAa9CoUBwcDCSkpKkNK1Wi6SkJISFhTVonUqlEo6OjjobEREREd3/TDqHFwBiYmIwduxYdO7cGSEhIVi8eDEKCwsxfvx4AMCYMWPQrFkzxMXFAai4Ke3kyZPS68uXLyM1NRX29vZo0aJFjeokIiIion8Pkwe8w4cPx7Vr1zBnzhyo1WoEBQUhISFBuuksIyMDcvnfA9FXrlxBp06dpPfvv/8+3n//fYSHh2PPnj01qpOIiIiI/j1Mvg5vY8V1eImIiIgat/tiHV4iIiIiovrGgJeIiIiIzBoDXiIiIiIyawx4iYiIiMisMeAlIiIiIrPGgJeIiIiIzBoDXiIiIiIyawx4iYiIiMisMeAlIiIiIrPGgJeIiIiIzBoDXiIiIiIyawx4iYiIiMisMeAlIiIiIrPGgJeIiIiIzBoDXiIiIiIyawx4iYiIiMisMeAlIiIiIrPGgJeIiIiIzBoDXiIiIiIyawx4iYiIiMisNYqAd9myZfDz84O1tTVCQ0Nx+PDhavNv3LgRgYGBsLa2Rvv27bFjxw6d/ePGjYNMJtPZ+vTpU5+HQERERESNlMkD3g0bNiAmJgZz587F0aNH0bFjR0RGRiIrK8tg/l9++QUjR45EdHQ0jh07hoEDB2LgwIH4448/dPL16dMHV69elbavv/66IQ6HiIiIiBoZmRBCmLIDoaGh6NKlCz766CMAgFarhbe3N6ZMmYJZs2bp5R8+fDgKCwuxfft2Ka1r164ICgrCihUrAFSM8Obm5mLr1q217ld+fj6cnJyQl5cHR0fHWtdDRERERPWjpvGaSUd4S0pKkJKSgoiICClNLpcjIiICycnJBsskJyfr5AeAyMhIvfx79uxB06ZN0apVK7zwwgu4fv163R8AERERETV6lqZsPDs7G+Xl5fDw8NBJ9/DwwKlTpwyWUavVBvOr1WrpfZ8+fTBo0CD4+/vj3LlzePXVV/HEE08gOTkZFhYWBuvVaDTQaDTS+/z8/NoeFhERERE1IiYNeOvLiBEjpNft27dHhw4d0Lx5c+zZswe9e/c2WCYuLg6vv/56Q3WRiIiIiBqISac0uLm5wcLCApmZmTrpmZmZUKlUBsuoVCqj8gNAQEAA3NzccPbs2SrzxMbGIi8vT9ouXbpkxJEQERERUWNl0oBXoVAgODgYSUlJUppWq0VSUhLCwsIMlgkLC9PJDwCJiYlV5geAv/76C9evX4enp2eVeZRKJRwdHXU2IiIiIrr/mXxZspiYGKxatQpr165FWloaXnjhBRQWFmL8+PEAgDFjxiA2NlbKP23aNCQkJOCDDz7AqVOnMG/ePBw5cgSTJ08GABQUFODll1/GwYMHkZ6ejqSkJDz11FNo0aIFIiMjTXKMRERERGQ6Jp/DO3z4cFy7dg1z5syBWq1GUFAQEhISpBvTMjIyIJf/HZd369YN8fHx+O9//4tXX30VLVu2xNatW9GuXTsAgIWFBY4fP461a9ciNzcXXl5eePzxx/HGG29AqVSa5BiJiIiIyHRMvg5vY8V1eImIiIgat/tiHV4iIiIiovrGgJeIiIiIzBoDXiIiIiIyawx4iYiIiMisMeAlIiIiIrPGgJeIiIiIzBoDXiIiIiIyawx4iYiIiMismfxJa0SGCCFQWFKO6wUaZBeUIL+4FPm3SnHzVtntreJ1/q1SFGrKoCnTQlOqhaasvOJ1mRaa0orXJeVaQADidr0VXwEBgcrHrljKZbC0kMPKQg4rCxmsLOSwtJBBcTvNRmEBO4UFbBWWsFVYwE5pqZNmp7SAo7UVnGys4GRb8dXZVgE7hQVkMpkpP0oiIqJ/PQa81ODyb5Xiau4tXMktxuXcYlzNK0ZWvgbXC0ukADe7QANNmbbB+qQBAJTXeb2WcllFEHw7EHa2sYKrvRKu9gq43/7qZq+E2+3XLrYKWFrwDy9ERER1iQEv1bnSci0u5RQh/XohLmQXIT27EJduFElB7k1NWY3rslVYwMVOAWdbKzgoreBgbQkH64qvjrdf21tbwsbKAkpLOZRWcigtb7+2tIDSSg5LuQwymQwyADIZIIMMlYOulV+1WqCkXIsyrRalZaLidbkWpeUCJeXlKC7RorCkDEWaMhSVlqNIU377fTmKSstRqClDfnEpcotLkVdciryi0tv1iYpAvrCkRscrkwEutgopEG7qoISHkzVUjhVb5eumDkoGxkRERDXEgJdqLaewBKfVN/Fn5k1cyC7EhexCpF8vxF83ilGuFdWWdba1gpeTDbycbeDlbA0PR2u42Svgavf3qKervQK2ivvzEhVC4FapFrnFJcgrLkVuUentryXSCPb1O77mFJVACEgB8p+ZBVXWL5MBbvbKikC4MiB2qvgcK14roXKygb3y/vz8iIiI6hL/N6S7KtSU4UxWAU6r83FaXYA/M2/ilPomsgs0VZaxsbKAr6st/N3s4OdmB18X29vBbUWAe78GsjUlk8lgo7CAjcIGnk42NSpTVq7FjaJSnSA4M/8W1Pm3Kr7mVWxZNzUo0wpcu6nBtZsa/H45r8o6Hawt4elkDZWTDbycKoJiLycbqJys4elkDU9nBsVERGT++D8d6bh5qxR/XM7HH5fzcPxyHv64nIcL2YVV5vd2sUErDwc0d7eHn5sd/Fzt4O9mBw9HJW/WMpKlhRzuDkq4OyirzafVCmQXapCZp4G6MiDO0w+Mb2oqb/ArqHa02EFpWREAO9vA09Eans7WekGyg7VVXR8uERFRg2HA+y9WoCnDict5+P0f2/lrhoNbN3slWqns0crDEa1U9njQwwEPejjAjqODDU4ul6GpgzWaOlijPZyqzFegKYM67xau5hXjat4tXM29BXX+36+v5hUj/1ZZRWCcVYAzWVUHxfbKypHi2yPDTjbSCHFluiODYiIiaqQYrfxLCCGQkVOEI+k3kJJxAynpN/Bn1k1pWa5/auZsg3bNHNG+mRPaP+CMtl6OcLOvftSRGh97pSVaNLVHi6b2VeYp1JTh6u0RYSkwvv1afft1XnEpCm5Pa7lbUPx3QKw7QuzpZANPZ2s4KC058k9ERA2OAa+Z0pSV44/L+Ui5mIOUizeQcjHX4JxbLydrtGvmhA4POKFdMye0b+YEVwa3/xp2NQyK1benSlzJvR0I59/C1dy/A+TKoPhsVgHOVhMU2yks/h4VdtQdIa6cW+xozaCYiIjqFgNeM3GjsAS/plcGtzdw/HIeSu5Yx1ZhIUf7B5wQ7NsEwb5N8JBPk7vOFyWyU1qiubs9mrtXHRQXlZRJI8IVI8bFuCKNHFeMGOcWlaKwpLxGQbHqn9Mmbo8WV84t9nS0gaMNg2IiIqo5Brz3qbyiUhy8cB0Hz19H8rnrOKW+qZfH1U6Bh3yboPPtALddMydYW1mYoLdk7mwVlghwt0dANUFxcUk51Dojw8XSdIort4PkG7eD4nPXCnGuivnkFe1ZSNMnKh7gcXs5Ozsl3Bx0l7fjNU9ERAx47xP5t0px+HwOks9XBLknr+brzb9t0dQeXfwqRm47+7nAz9WWo2DUaNgoLODvVrGKR1VulZb/HQznVqw8Ufn66u2VKHIKS1BUUo7z1wqrvMnyn+wUFnC1V1as81z59XZAXPFQEwWa2FrB2UYBJ1srTqkgIjJDjSLgXbZsGRYsWAC1Wo2OHTti6dKlCAkJqTL/xo0b8dprryE9PR0tW7bEu+++i759+0r7hRCYO3cuVq1ahdzcXHTv3h0ff/wxWrZs2RCHUydu3irFr+k5OHg+B8nnruPElTzc+SyH5u526BrgirDmrgj1d+X0BLrvWVvVLCiunCqhzi9G9s0SZBdWrF1c+Wjqyq8l5VoUlpSjMKcIGTlFNeqDxe3HQTvffhx0E1uF7mvbikdFO9sqbj/t7/YT/5SWsFVYMFgmImqETB7wbtiwATExMVixYgVCQ0OxePFiREZG4vTp02jatKle/l9++QUjR45EXFwcnnzyScTHx2PgwIE4evQo2rVrBwB47733sGTJEqxduxb+/v547bXXEBkZiZMnT8La2rqhD7FGCjVl+DW9cgQ3B39cztN7Wpm/W0WA2zXABWEBrmjq2DiPhag+WVtZVKz5XE1QDFT84lugKdMJgK8XapB9s+Lr9dvv/34KXimKS8tRrhXIKSxBTg0fB/1PclnFahWVj792sLaU3ttXBse339vdDpBtFBawtbKArcKy4vXtzUZhAYWFnAE0EVEdkAlhaGGqhhMaGoouXbrgo48+AgBotVp4e3tjypQpmDVrll7+4cOHo7CwENu3b5fSunbtiqCgIKxYsQJCCHh5eWHmzJl46aWXAAB5eXnw8PDAmjVrMGLEiBr1Kz8/H05OTsjLy4Ojo2MdHGnVLucWo+d7u/UCXF9XW4QFuN4Ocl2hcmKAS1SfbpWWS8FvblEJcm8/Djq3qPT267/f3ygqQcHth3sUaMru+jjt2rCQy2BrZSEFwjYKy78D4tvpSks5lJYVXxWVr63kBtLlUFpV5v87n8JCDqWVHFZyOSwtZLCykMNSLoOFXMZgm4gavZrGayYd4S0pKUFKSgpiY2OlNLlcjoiICCQnJxssk5ycjJiYGJ20yMhIbN26FQBw4cIFqNVqRERESPudnJwQGhqK5OTkGge8DcnLyRqudgooreTo6l8xRaFrgCu8nGv2SFoiqhvWVhawtrKAh5F/PRFCoLi0HAW3ypB/OwC+easUBbcqAuL8W6V/B8e3ynBTU4oCTTmKS8pQVFKO4pJyFJWUo6ikDMWl5Sgtrwiey7Wi4sEgmrL6ONxqyWSQgmBL+e1A2EIGS7kcVhYyWFrIYWVx+7W88v0/9t8uayGXwUImg/yfX+WAXCaDXHZ7v7zyNWAhqwi070z/Z16ZrKKuf6bLZTLIZBWP9Zbd7r/8H68BGeT/2C+XAzLIcPvf3+VRWc8/XqPigS9V1VXZVuXnJoNMqt/Q7wxV/Rph+PcL/cSa1mnoFxZj2pbVsO26UNXQm4DhHVXnr6r+Kuoxsj/VlTK+T1XlN7L+avpqbF1V1mNkXx2sraqdmmYKJg14s7OzUV5eDg8PD510Dw8PnDp1ymAZtVptML9arZb2V6ZVlccQjUYDjebvdWrz8/NrfiD3SCaT4ecZPeFsq2iwNomo7shkMtgqLGGrsETTOviDUGm59h+B8O2guLT8dtrf74tLyqEp06KkTAtNmRaasor3mtKK11Wml1e+/nvfnf+hCQGUlGtRUn7vx0NE/y69Wrlj9fiq78UyBZPP4W0s4uLi8Prrr5usfQa7RFTJykIOJxs5nGwa7nHN5VqB0nItyrQCpWValGq1KCsXKCsX0uvK/WXlWpSU396v1aL0dr6/X2tRejtfuVZAKwTKtbj9teK9VitQfke6tK8y/Xaev/NWloVeuhAVo01abcXXivcVI3uVr7X/eA0hoBX/yCsq9t/eVVGXuF0eAG7vF//cf3up88o8/6xfCMOjisaMQBrKa2ikrcbtGDECeU/9gTA4OgxUP0Jc9ehzFXUZWZHR9TdAX6tuw7g+VTfwXnWZumnD0DG72DW+m+hNGvC6ubnBwsICmZmZOumZmZlQqVQGy6hUqmrzV37NzMyEp6enTp6goKAq+xIbG6szVSI/Px/e3t5GHQ8R0f2qYrrA7TWLG9//VURE90RuysYVCgWCg4ORlJQkpWm1WiQlJSEsLMxgmbCwMJ38AJCYmCjl9/f3h0ql0smTn5+PQ4cOVVknACiVSjg6OupsRERERHT/M/mUhpiYGIwdOxadO3dGSEgIFi9ejMLCQowfPx4AMGbMGDRr1gxxcXEAgGnTpiE8PBwffPAB+vXrh/Xr1+PIkSNYuXIlgIqh9enTp+PNN99Ey5YtpWXJvLy8MHDgQFMdJhERERGZiMkD3uHDh+PatWuYM2cO1Go1goKCkJCQIN10lpGRAbn874Hobt26IT4+Hv/973/x6quvomXLlti6dau0Bi8A/Oc//0FhYSEmTpyI3Nxc9OjRAwkJCY12DV4iIiIiqj8mX4e3sWrIdXiJiIiIyHg1jddMOoeXiIiIiKi+MeAlIiIiIrPGgJeIiIiIzBoDXiIiIiIyawx4iYiIiMisMeAlIiIiIrPGgJeIiIiIzBoDXiIiIiIyawx4iYiIiMisMeAlIiIiIrPGgJeIiIiIzBoDXiIiIiIyawx4iYiIiMisMeAlIiIiIrPGgJeIiIiIzBoDXiIiIiIyawx4iYiIiMisMeAlIiIiIrPGgJeIiIiIzBoDXiIiIiIyayYNeHNychAVFQVHR0c4OzsjOjoaBQUF1Za5desWJk2aBFdXV9jb22Pw4MHIzMzUySOTyfS29evX1+ehEBEREVEjZdKANyoqCidOnEBiYiK2b9+Offv2YeLEidWWmTFjBrZt24aNGzdi7969uHLlCgYNGqSXb/Xq1bh69aq0DRw4sJ6OgoiIiIgaM5kQQpii4bS0NLRp0wa//vorOnfuDABISEhA37598ddff8HLy0uvTF5eHtzd3REfH48hQ4YAAE6dOoXWrVsjOTkZXbt2BVAxwrtly5Z7CnLz8/Ph5OSEvLw8ODo61roeIiIiIqofNY3XTDbCm5ycDGdnZynYBYCIiAjI5XIcOnTIYJmUlBSUlpYiIiJCSgsMDISPjw+Sk5N18k6aNAlubm4ICQnB559/DhPF9URERERkYpamalitVqNp06Y6aZaWlnBxcYFara6yjEKhgLOzs066h4eHTpn58+fj0Ucfha2tLX7++We8+OKLKCgowNSpU6vsj0ajgUajkd7n5+fX4qiIiIiIqLGp84B31qxZePfdd6vNk5aWVtfN6njttdek1506dUJhYSEWLFhQbcAbFxeH119/vV77RUREREQNr84D3pkzZ2LcuHHV5gkICIBKpUJWVpZOellZGXJycqBSqQyWU6lUKCkpQW5urs4ob2ZmZpVlACA0NBRvvPEGNBoNlEqlwTyxsbGIiYmR3ufn58Pb27va4yAiIiKixq/OA153d3e4u7vfNV9YWBhyc3ORkpKC4OBgAMCuXbug1WoRGhpqsExwcDCsrKyQlJSEwYMHAwBOnz6NjIwMhIWFVdlWamoqmjRpUmWwCwBKpbLa/URERER0fzLZHN7WrVujT58+mDBhAlasWIHS0lJMnjwZI0aMkFZouHz5Mnr37o0vvvgCISEhcHJyQnR0NGJiYuDi4gJHR0dMmTIFYWFh0goN27ZtQ2ZmJrp27Qpra2skJibi7bffxksvvWSqQyUiIiIiEzJZwAsA69atw+TJk9G7d2/I5XIMHjwYS5YskfaXlpbi9OnTKCoqktIWLVok5dVoNIiMjMTy5cul/VZWVli2bBlmzJgBIQRatGiBhQsXYsKECQ16bERERETUOJhsHd7GjuvwEhERETVujX4dXiIiIiKihsCAl4iIiIjMGgNeIiIiIjJrDHiJiIiIyKwx4CUiIiIis8aAl4iIiIjMGgNeIiIiIjJrDHiJiIiIyKwx4CUiIiIis8aAl4iIiIjMGgNeIiIiIjJrDHiJiIiIyKwx4CUiIiIis8aAl4iIiIjMGgNeIiIiIjJrDHiJiIiIyKwx4CUiIiIis8aAl4iIiIjMGgNeIiIiIjJrDHiJiIiIyKyZNODNyclBVFQUHB0d4ezsjOjoaBQUFFRbZuXKlXjkkUfg6OgImUyG3NzcOqmXiIiIiMyTSQPeqKgonDhxAomJidi+fTv27duHiRMnVlumqKgIffr0wauvvlqn9RIRERGReZIJIYQpGk5LS0ObNm3w66+/onPnzgCAhIQE9O3bF3/99Re8vLyqLb9nzx706tULN27cgLOzc53VWyk/Px9OTk7Iy8uDo6Nj7Q6SiIiIiOpNTeM1k43wJicnw9nZWQpKASAiIgJyuRyHDh1qdPUSERER0f3J0lQNq9VqNG3aVCfN0tISLi4uUKvVDV6vRqOBRqOR3ufn59e6D0RERETUeNT5CO+sWbMgk8mq3U6dOlXXzd6zuLg4ODk5SZu3t7epu0REREREdaDOR3hnzpyJcePGVZsnICAAKpUKWVlZOullZWXIycmBSqWqdfu1rTc2NhYxMTHS+/z8fAa9RERERGagzgNed3d3uLu73zVfWFgYcnNzkZKSguDgYADArl27oNVqERoaWuv2a1uvUqmEUqmsdbtERERE1DiZ7Ka11q1bo0+fPpgwYQIOHz6MAwcOYPLkyRgxYoS0ksLly5cRGBiIw4cPS+XUajVSU1Nx9uxZAMDvv/+O1NRU5OTk1LheIiIiIvr3MOk6vOvWrUNgYCB69+6Nvn37okePHli5cqW0v7S0FKdPn0ZRUZGUtmLFCnTq1AkTJkwAAPTs2ROdOnXC999/X+N6iYiIiOjfw2Tr8DZ2XIeXiIiIqHFr9OvwEhERERE1BAa8RERERGTWGPASERERkVljwEtEREREZo0BLxERERGZNQa8RERERGTWGPASERERkVljwEtEREREZo0BLxERERGZNQa8RERERGTWGPASERERkVljwEtEREREZo0BLxERERGZNQa8RERERGTWGPASERERkVljwEtEREREZo0BLxERERGZNQa8RERERGTWGPASERERkVljwEtEREREZo0BLxERERGZNZMGvDk5OYiKioKjoyOcnZ0RHR2NgoKCasusXLkSjzzyCBwdHSGTyZCbm6uXx8/PDzKZTGd755136ukoiIiIiKgxM2nAGxUVhRMnTiAxMRHbt2/Hvn37MHHixGrLFBUVoU+fPnj11VerzTd//nxcvXpV2qZMmVKXXSciIiKi+4SlqRpOS0tDQkICfv31V3Tu3BkAsHTpUvTt2xfvv/8+vLy8DJabPn06AGDPnj3V1u/g4ACVSlWXXSYiIiL6/3buNaapOwwD+EPBHlxSblNurrrAohimETE0eBlzkrhgdPukxo1gMlEjZgks23Bs6eaVOGeWECbRXdSE2KjRxUzi3HRkUTuXIE3IQAyCm9ssi9m0zdigpe8+LDQWW7CVnkPL80v6wcP/tE/zpPry9/RQBNJsh9dqtSIpKck77AJAcXExdDodrl69+tjPX1tbiyeffBJ5eXn48MMP4Xa7R1zf398Ph8Ph8yAiIiKiyKfZDq/dbkdqaqrPsbi4OKSkpMButz/Wc7/++uuYP38+UlJScOXKFWzbtg137tzB/v37A56zZ88efPDBB4/1ukREREQ0/oz5Dm91dfVDXxgb/rh+/fpYv6yPqqoqPP/885g7dy42b96Mjz76CHV1dejv7w94zrZt23D//n3v4/bt22HNSERERETqGPMd3jfeeAPr168fcU1WVhbS09Pxxx9/+Bx3u934888/x/zaW5PJBLfbjVu3bmHWrFl+1yiKAkVRxvR1iYiIiEh7Yz7wTp06FVOnTh11XWFhIe7du4eWlhbk5+cDAC5evAiPxwOTyTSmmWw2G3Q63UOXUBARERFR9NPsGt7Zs2fjxRdfRHl5ORoaGuByubB161asXbvWe4eG3377DcuWLcPRo0dRUFAA4P9rf+12O7q6ugAAbW1tMBgMmD59OlJSUmC1WnH16lUsXboUBoMBVqsVlZWVePXVV5GcnKzV2yUiIiIijWh6H97Gxkbk5ORg2bJlKCkpweLFi3Hw4EHvz10uFzo7O9HX1+c91tDQgLy8PJSXlwMAnnvuOeTl5eHMmTMA/r80wWKxoKioCLm5udi1axcqKyt9npeIiIiIJo4YERGtQ4xHDocDiYmJuH//PhISErSOQ0RERETDPOq8pukOLxERERFRuHHgJSIiIqKoxoGXiIiIiKIaB14iIiIiimqa3ZZsvBv6Lp/D4dA4CRERERH5MzSnjXYPBg68ATidTgCA0WjUOAkRERERjcTpdCIxMTHgz3lbsgA8Hg9+//13GAwGxMTEhP31HA4HjEYjbt++zdugRSh2GNnYX+Rjh5GPHUY+tTsUETidTmRmZkKnC3ylLnd4A9DpdHjqqadUf92EhAR+yCMcO4xs7C/yscPIxw4jn5odjrSzO4RfWiMiIiKiqMaBl4iIiIiiGgfecUJRFJjNZiiKonUUChE7jGzsL/Kxw8jHDiPfeO2QX1ojIiIioqjGHV4iIiIiimoceImIiIgoqnHgJSIiIqKoxoGXiIiIiKIaB14V1dfX4+mnn0Z8fDxMJhN+/PHHEdefOHECOTk5iI+Px5w5c9DU1KRSUgokmA4PHTqEJUuWIDk5GcnJySguLh61cwqvYD+DQywWC2JiYvDyyy+HNyCNKtgO7927h4qKCmRkZEBRFMycOZN/l2os2A4//vhjzJo1C5MnT4bRaERlZSX+/fdfldLSg77//nusXLkSmZmZiImJwZdffjnqOc3NzZg/fz4URcEzzzyDw4cPhz2nX0KqsFgsotfr5fPPP5effvpJysvLJSkpSXp7e/2uv3z5ssTGxsrevXulvb1d3n33XZk0aZK0tbWpnJyGBNvhunXrpL6+XlpbW6Wjo0PWr18viYmJ8uuvv6qcnESC729IT0+PTJs2TZYsWSIvvfSSOmHJr2A77O/vlwULFkhJSYlcunRJenp6pLm5WWw2m8rJaUiwHTY2NoqiKNLY2Cg9PT3y9ddfS0ZGhlRWVqqcnEREmpqapKamRk6dOiUA5PTp0yOu7+7ulieeeEKqqqqkvb1d6urqJDY2Vs6dO6dO4Adw4FVJQUGBVFRUeP88ODgomZmZsmfPHr/rV69eLStWrPA5ZjKZZNOmTWHNSYEF2+FwbrdbDAaDHDlyJFwRaQSh9Od2u2XhwoXy6aefSllZGQdejQXb4YEDByQrK0sGBgbUikijCLbDiooKeeGFF3yOVVVVyaJFi8Kak0b3KAPvW2+9Jbm5uT7H1qxZI8uXLw9jMv94SYMKBgYG0NLSguLiYu8xnU6H4uJiWK1Wv+dYrVaf9QCwfPnygOspvELpcLi+vj64XC6kpKSEKyYFEGp/27dvR2pqKl577TU1YtIIQunwzJkzKCwsREVFBdLS0vDss89i9+7dGBwcVCs2PSCUDhcuXIiWlhbvZQ/d3d1oampCSUmJKpnp8YynWSZO9VecgO7evYvBwUGkpaX5HE9LS8P169f9nmO32/2ut9vtYctJgYXS4XBvv/02MjMzH/rwU/iF0t+lS5fw2WefwWazqZCQRhNKh93d3bh48SJeeeUVNDU1oaurC1u2bIHL5YLZbFYjNj0glA7XrVuHu3fvYvHixRARuN1ubN68Ge+8844akekxBZplHA4H/vnnH0yePFm1LNzhJVJBbW0tLBYLTp8+jfj4eK3j0CicTidKS0tx6NAhTJkyRes4FCKPx4PU1FQcPHgQ+fn5WLNmDWpqatDQ0KB1NHpEzc3N2L17Nz755BNcu3YNp06dwtmzZ7Fjxw6to1GE4Q6vCqZMmYLY2Fj09vb6HO/t7UV6errfc9LT04NaT+EVSodD9u3bh9raWnz77beYO3duOGNSAMH2d/PmTdy6dQsrV670HvN4PACAuLg4dHZ2Ijs7O7yhyUcon8GMjAxMmjQJsbGx3mOzZ8+G3W7HwMAA9Hp9WDOTr1A6fO+991BaWooNGzYAAObMmYO///4bGzduRE1NDXQ67tuNZ4FmmYSEBFV3dwHu8KpCr9cjPz8fFy5c8B7zeDy4cOECCgsL/Z5TWFjosx4Avvnmm4DrKbxC6RAA9u7dix07duDcuXNYsGCBGlHJj2D7y8nJQVtbG2w2m/exatUqLF26FDabDUajUc34hNA+g4sWLUJXV5f3lxUAuHHjBjIyMjjsaiCUDvv6+h4aaod+gRGR8IWlMTGuZhnVvyY3QVksFlEURQ4fPizt7e2yceNGSUpKErvdLiIipaWlUl1d7V1/+fJliYuLk3379klHR4eYzWbelkxjwXZYW1srer1eTp48KXfu3PE+nE6nVm9hQgu2v+F4lwbtBdvhL7/8IgaDQbZu3SqdnZ3y1VdfSWpqquzcuVOrtzDhBduh2WwWg8Egx44dk+7ubjl//rxkZ2fL6tWrtXoLE5rT6ZTW1lZpbW0VALJ//35pbW2Vn3/+WUREqqurpbS01Lt+6LZkb775pnR0dEh9fT1vSzYR1NXVyfTp00Wv10tBQYH88MMP3p8VFRVJWVmZz/rjx4/LzJkzRa/XS25urpw9e1blxDRcMB3OmDFDADz0MJvN6gcnEQn+M/ggDrzjQ7AdXrlyRUwmkyiKIllZWbJr1y5xu90qp6YHBdOhy+WS999/X7KzsyU+Pl6MRqNs2bJF/vrrL/WDk3z33Xd+/10b6qysrEyKiooeOmfevHmi1+slKytLvvjiC9Vzi4jEiPD/BIiIiIgoevEaXiIiIiKKahx4iYiIiCiqceAlIiIioqjGgZeIiIiIohoHXiIiIiKKahx4iYiIiCiqceAlIiIioqjGgZeIiIiIohoHXiIiIiKKahx4iYiIiCiqceAlIiIioqjGgZeIiIiIotp/Vr/hxBCA0dAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# + metadata={}\n",
    "import sys, os\n",
    "\n",
    "sys.path += [\"../../external/\"]\n",
    "\n",
    "# + metadata={}\n",
    "%load_ext autoreload\n",
    "%autoreload 1\n",
    "%aimport l4acados\n",
    "\n",
    "# + metadata={}\n",
    "import numpy as np\n",
    "from scipy.stats import norm\n",
    "import casadi as cas\n",
    "from acados_template import (\n",
    "    AcadosOcp,\n",
    "    AcadosSim,\n",
    "    AcadosSimSolver,\n",
    "    AcadosOcpSolver,\n",
    "    AcadosOcpOptions,\n",
    "    ZoroDescription,\n",
    ")\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import gpytorch\n",
    "import copy\n",
    "\n",
    "# zoRO imports\n",
    "import l4acados\n",
    "from l4acados.controllers import (\n",
    "    ZeroOrderGPMPC,\n",
    ")\n",
    "from l4acados.controllers.zoro_acados_utils import setup_sim_from_ocp\n",
    "from inverted_pendulum_model_acados import (\n",
    "    export_simplependulum_ode_model,\n",
    "    export_ocp_nominal,\n",
    ")\n",
    "from utils import *\n",
    "\n",
    "# gpytorch_utils\n",
    "from gpytorch_utils.gp_hyperparam_training import (\n",
    "    generate_train_inputs_acados,\n",
    "    generate_train_outputs_at_inputs,\n",
    "    train_gp_model,\n",
    ")\n",
    "from gpytorch_utils.gp_utils import (\n",
    "    gp_data_from_model_and_path,\n",
    "    gp_derivative_data_from_model_and_path,\n",
    "    plot_gp_data,\n",
    "    generate_grid_points,\n",
    ")\n",
    "from l4acados.models.pytorch_models.gpytorch_models.gpytorch_gp import (\n",
    "    BatchIndependentMultitaskGPModel,\n",
    ")\n",
    "\n",
    "# -\n",
    "\n",
    "\n",
    "# ## Define model parameters\n",
    "#\n",
    "# We model the inverted pendulum\n",
    "#\n",
    "# $$\n",
    "# \\dot{x} = f(x,u) = \\begin{bmatrix} \\dot{\\theta} \\\\ \\ddot{\\theta} \\end{bmatrix} = \\begin{bmatrix} \\dot{\\theta} \\\\ -\\sin(\\theta) + u \\end{bmatrix},\n",
    "# $$\n",
    "#\n",
    "# which is to be controlled from the hanging-down resting position, $(\\theta_0, \\dot{\\theta}_0) = (\\pi, 0)$, to the upright position $(\\theta_r, \\dot{\\theta}_r) = (0,0)$, subject to the constraints that overshoot should be avoided, i.e.,\n",
    "#\n",
    "# $$\n",
    "# \\theta_{lb} \\leq \\theta \\leq \\theta_{ub}.\n",
    "# $$\n",
    "#\n",
    "# The model setup and controller definition can be found in the functions `export_simplependulum_ode_model()`, `export_ocp_nominal()` in the `inverted_pendulum_model_acados.py` file.\n",
    "\n",
    "# + metadata={}\n",
    "# build C code again?\n",
    "build_c_code = True\n",
    "\n",
    "# + metadata={}\n",
    "# discretization\n",
    "N = 30\n",
    "T = 5\n",
    "dT = T / N\n",
    "\n",
    "# constraints\n",
    "x0 = np.array([np.pi, 0])\n",
    "nx = 2\n",
    "nu = 1\n",
    "\n",
    "\n",
    "# + metadata={}\n",
    "prob_x = 0.95\n",
    "prob_tighten = norm.ppf(prob_x)\n",
    "\n",
    "# noise\n",
    "# uncertainty dynamics\n",
    "sigma_theta = (0.0001 / 360.0) * 2 * np.pi\n",
    "sigma_omega = (0.0001 / 360.0) * 2 * np.pi\n",
    "w_theta = 0.005\n",
    "w_omega = 0.005\n",
    "Sigma_x0 = np.array([[sigma_theta**2, 0], [0, sigma_omega**2]])\n",
    "Sigma_W = np.array([[w_theta**2, 0], [0, w_omega**2]])\n",
    "# -\n",
    "\n",
    "# ## Set up nominal solver\n",
    "\n",
    "# + metadata={}\n",
    "ocp_init = export_ocp_nominal(N, T, model_name=\"simplependulum_ode_init\")\n",
    "ocp_init.solver_options.nlp_solver_type = \"SQP\"\n",
    "\n",
    "# + metadata={}\n",
    "ocp_init.solver_options.Tsim\n",
    "\n",
    "# + metadata={}\n",
    "acados_ocp_init_solver = AcadosOcpSolver(\n",
    "    ocp_init, json_file=\"acados_ocp_init_simplependulum_ode.json\"\n",
    ")\n",
    "\n",
    "# + metadata={}\n",
    "ocp_init.solver_options.Tsim\n",
    "# -\n",
    "\n",
    "# ## Open-loop planning with nominal solver\n",
    "\n",
    "# + metadata={}\n",
    "X_init, U_init = get_solution(acados_ocp_init_solver, x0)\n",
    "\n",
    "# + metadata={}\n",
    "# integrator for nominal model\n",
    "sim = setup_sim_from_ocp(ocp_init)\n",
    "\n",
    "acados_integrator = AcadosSimSolver(\n",
    "    sim, json_file=\"acados_sim_\" + sim.model.name + \".json\"\n",
    ")\n",
    "# -\n",
    "\n",
    "# ## Simulator object\n",
    "#\n",
    "# To automatically discretize the model (and obtain sensitivities of the discrete-time model) within the zero-order implementation, we create the `AcadosSimSolver` object to pass to the solver.\n",
    "\n",
    "# + metadata={}\n",
    "# generate training data for GP with \"real model\"\n",
    "model_actual = export_simplependulum_ode_model(\n",
    "    model_name=sim.model.name + \"_actual\", add_residual_dynamics=True\n",
    ")\n",
    "\n",
    "sim_actual = setup_sim_from_ocp(ocp_init)\n",
    "sim_actual.model = model_actual\n",
    "\n",
    "# acados_ocp_solver = AcadosOcpSolver(ocp, json_file = 'acados_ocp_' + model.name + '.json')\n",
    "acados_integrator_actual = AcadosSimSolver(\n",
    "    sim_actual, json_file=\"acados_sim_\" + model_actual.name + \".json\"\n",
    ")\n",
    "# -\n",
    "\n",
    "# ## Simulation results (nominal)\n",
    "\n",
    "# + metadata={}\n",
    "X_init_sim = simulate_solution(acados_integrator_actual, x0, N, nx, nu, U_init)\n",
    "\n",
    "# + metadata={}\n",
    "lb_theta = -ocp_init.constraints.lh[0]\n",
    "fig, ax = base_plot(lb_theta=lb_theta)\n",
    "\n",
    "plot_data_nom = EllipsoidTubeData2D(center_data=X_init, ellipsoid_data=None)\n",
    "plot_data_nom_sim = EllipsoidTubeData2D(center_data=X_init_sim, ellipsoid_data=None)\n",
    "add_plot_trajectory(ax, plot_data_nom, prob_tighten=None, color_fun=plt.cm.Blues)\n",
    "add_plot_trajectory(ax, plot_data_nom_sim, prob_tighten=None, color_fun=plt.cm.Blues)\n",
    "# -\n",
    "\n",
    "# # GP training\n",
    "#\n",
    "# We use a model with different parameters to emulate the real-world model and obtain some training data. Also create simulator object for real-world model to evaluate our results later (not used in solver).\n",
    "\n",
    "# ## Generate training data\n",
    "#\n",
    "# We generate training data (one-step ahead residuals `y_train` for starting point `x_train`) here by running robustified (cautious) solver without GP.\n",
    "\n",
    "# + metadata={}\n",
    "random_seed = 123\n",
    "N_sim_per_x0 = 1\n",
    "N_x0 = 10\n",
    "x0_rand_scale = 0.1\n",
    "\n",
    "x_train, x0_arr = generate_train_inputs_acados(\n",
    "    acados_ocp_init_solver,\n",
    "    x0,\n",
    "    N_sim_per_x0,\n",
    "    N_x0,\n",
    "    random_seed=random_seed,\n",
    "    x0_rand_scale=x0_rand_scale,\n",
    ")\n",
    "\n",
    "y_train = generate_train_outputs_at_inputs(\n",
    "    x_train, acados_integrator, acados_integrator_actual, Sigma_W\n",
    ")\n",
    "\n",
    "# + metadata={}\n",
    "x_train\n",
    "# -\n",
    "\n",
    "# ## Hyper-parameter training for GP model\n",
    "#\n",
    "# Optimize hyper-parameters of GP model (kernel function parameters, ...)\n",
    "\n",
    "# + metadata={}\n",
    "x_train_tensor = torch.Tensor(x_train)\n",
    "y_train_tensor = torch.Tensor(y_train)\n",
    "nout = y_train.shape[1]\n",
    "\n",
    "likelihood = gpytorch.likelihoods.MultitaskGaussianLikelihood(num_tasks=nout)\n",
    "gp_model = BatchIndependentMultitaskGPModel(x_train_tensor, y_train_tensor, likelihood)\n",
    "\n",
    "# + metadata={}\n",
    "load_gp_model_from_state_dict = False\n",
    "state_dict_path_gp_model = \"gp_model_state_dict.pth\"\n",
    "state_dict_path_likelihood = \"gp_model_likelihood_state_dict.pth\"\n",
    "train_data_path = \"gp_model_train_data.pth\"\n",
    "\n",
    "if load_gp_model_from_state_dict:\n",
    "    # Load state dict\n",
    "    gp_model.load_state_dict(torch.load(state_dict_path_gp_model))\n",
    "    likelihood.load_state_dict(torch.load(state_dict_path_likelihood))\n",
    "else:\n",
    "    training_iterations = 200\n",
    "    rng_seed = 456\n",
    "\n",
    "    gp_model, likelihood = train_gp_model(\n",
    "        gp_model, torch_seed=rng_seed, training_iterations=training_iterations\n",
    "    )\n",
    "\n",
    "# EVAL MODE\n",
    "gp_model.eval()\n",
    "likelihood.eval()\n",
    "\n",
    "# + metadata={}\n",
    "# save GP hyper-params\n",
    "torch.save(gp_model.state_dict(), state_dict_path_gp_model)\n",
    "torch.save(likelihood.state_dict(), state_dict_path_likelihood)\n",
    "torch.save({\"x_train\": x_train_tensor, \"y_train\": y_train_tensor}, train_data_path)\n",
    "\n",
    "\n",
    "# + metadata={}\n",
    "data_dict = torch.load(train_data_path)\n",
    "data_dict\n",
    "# -\n",
    "\n",
    "# ## Plot GP predictions\n",
    "#\n",
    "# We plot GP predictions along the predicted trajectory of the robustified solver by projecting the multivariate plot down to a line.\n",
    "\n",
    "# + metadata={}\n",
    "x_train.shape, y_train.shape\n",
    "\n",
    "# + metadata={}\n",
    "num_samples = 5\n",
    "use_likelihood = False\n",
    "\n",
    "num_points_between_samples = 30\n",
    "t_lin = np.linspace(0, 1, num_points_between_samples, endpoint=False)\n",
    "\n",
    "x_plot_waypts = np.hstack((X_init[1:, :], U_init))\n",
    "x_plot = []\n",
    "for i in range(x_plot_waypts.shape[0] - 1):\n",
    "    x_plot += [\n",
    "        x_plot_waypts[i, :] + (x_plot_waypts[i + 1, :] - x_plot_waypts[i, :]) * t\n",
    "        for t in t_lin\n",
    "    ]\n",
    "x_plot = np.vstack(x_plot)\n",
    "\n",
    "gp_data = gp_data_from_model_and_path(\n",
    "    gp_model, likelihood, x_plot, num_samples=num_samples, use_likelihood=use_likelihood\n",
    ")\n",
    "plot_gp_data([gp_data], marker_size_lim=[1, 15])\n",
    "# -\n",
    "\n",
    "# We can also plot the derivative of the GP. Note that the projected Jacobian is not smooth since our path is not smooth either (jump projection direction = jump in Jacobian); however, the actual Jacobian should be smooth here (squared exponential kernel).\n",
    "\n",
    "# + metadata={}\n",
    "gp_derivative_data = gp_derivative_data_from_model_and_path(\n",
    "    gp_model, likelihood, x_plot, num_samples=0\n",
    ")\n",
    "plot_gp_data([gp_derivative_data], marker_size_lim=[5, 20], plot_train_data=False)\n",
    "# -\n",
    "\n",
    "# Compare with plotting along a slice of the dimension. Since we generated training data along the path of the robustified controller, the GP looks pretty untrained along a slice of the coordinates.\n",
    "\n",
    "# + metadata={}\n",
    "# plot along axis\n",
    "x_dim_lims = np.array([[0, np.pi], [-2, 1], [-2, 2]])\n",
    "x_dim_slice = np.array([1 * np.pi, 0, 0])\n",
    "x_dim_plot = 2\n",
    "x_grid = generate_grid_points(x_dim_lims, x_dim_slice, x_dim_plot, num_points=800)\n",
    "\n",
    "gp_grid_data = gp_data_from_model_and_path(\n",
    "    gp_model, likelihood, x_grid, num_samples=num_samples, use_likelihood=use_likelihood\n",
    ")\n",
    "fig, ax = plot_gp_data([gp_grid_data], marker_size_lim=[5, 50])\n",
    "\n",
    "y_lim_0 = ax[0].get_ylim()\n",
    "y_lim_1 = ax[1].get_ylim()\n",
    "# -\n",
    "\n",
    "# Jacobian... not much going on away from the data points (this is good!)\n",
    "\n",
    "# + metadata={}\n",
    "gp_derivative_grid_data = gp_derivative_data_from_model_and_path(\n",
    "    gp_model, likelihood, x_grid, num_samples=0\n",
    ")\n",
    "fig, ax = plot_gp_data(\n",
    "    [gp_derivative_grid_data], marker_size_lim=[5, 50], plot_train_data=False\n",
    ")\n",
    "\n",
    "ax[0].set_ylim(*y_lim_0)\n",
    "ax[1].set_ylim(*y_lim_1)\n",
    "plt.draw()\n",
    "# -\n",
    "\n",
    "# # Residual-Model MPC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5362e902",
   "metadata": {
    "endofcell": "--",
    "metadata": {}
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The data of the generated custom update function consists of the concatenation of:\n",
      "1) input: diag(P0)\n",
      "2) input: diag(W)\n",
      "3) input: concatenation of diag(W_gp^k) for i=0,...,N-1\n",
      "4) output: concatenation of colmaj(P^k) for i=0,...,N\n",
      "\n",
      "\n",
      "Getting: N_horizon = 30\n",
      "Getting: Tsim = 0.16666666666666666\n",
      "Getting: adaptive_levenberg_marquardt_lam = 5.0\n",
      "Getting: adaptive_levenberg_marquardt_mu0 = 0.001\n",
      "Getting: adaptive_levenberg_marquardt_mu_min = 1e-16\n",
      "The option alpha_min is deprecated and has new name: globalization_alpha_min\n",
      "Getting: alpha_min = 0.05\n",
      "The option alpha_reduction is deprecated and has new name: globalization_alpha_reduction\n",
      "Getting: alpha_reduction = 0.7\n",
      "Getting: as_rti_iter = 1\n",
      "Getting: as_rti_level = 4\n",
      "Getting: collocation_type = GAUSS_LEGENDRE\n",
      "Getting: cost_discretization = EULER\n",
      "Getting: custom_templates = [('custom_update_function_zoro_template.in.c', 'custom_update_function.c'), ('custom_update_function_zoro_template.in.h', 'custom_update_function.h')]\n",
      "Getting: custom_update_copy = False\n",
      "Getting: custom_update_filename = custom_update_function.c\n",
      "Getting: custom_update_header_filename = custom_update_function.h\n",
      "The option eps_sufficient_descent is deprecated and has new name: globalization_line_search_use_sufficient_descent\n",
      "Getting: eps_sufficient_descent = 0\n",
      "Getting: eval_residual_at_max_iter = False\n",
      "Getting: exact_hess_constr = 1\n",
      "Getting: exact_hess_cost = 1\n",
      "Getting: exact_hess_dyn = 1\n",
      "Getting: ext_cost_num_hess = 0\n",
      "Getting: ext_fun_compile_flags = -O2\n",
      "Getting: fixed_hess = 0\n",
      "The option full_step_dual is deprecated and has new name: globalization_full_step_dual\n",
      "Getting: full_step_dual = 0\n",
      "Getting: globalization = FIXED_STEP\n",
      "Getting: globalization_alpha_min = 0.05\n",
      "Getting: globalization_alpha_reduction = 0.7\n",
      "Getting: globalization_eps_sufficient_descent = 0.0001\n",
      "Getting: globalization_fixed_step_length = 1.0\n",
      "Getting: globalization_full_step_dual = 0\n",
      "Getting: globalization_funnel_fraction_switching_condition = 0.001\n",
      "Getting: globalization_funnel_init_increase_factor = 15.0\n",
      "Getting: globalization_funnel_init_upper_bound = 1.0\n",
      "Getting: globalization_funnel_initial_penalty_parameter = 1.0\n",
      "Getting: globalization_funnel_kappa = 0.9\n",
      "Getting: globalization_funnel_sufficient_decrease_factor = 0.9\n",
      "Getting: globalization_line_search_use_sufficient_descent = 0\n",
      "Getting: globalization_use_SOC = 0\n",
      "Getting: hessian_approx = GAUSS_NEWTON\n",
      "Getting: hpipm_mode = BALANCE\n",
      "Getting: integrator_type = ERK\n",
      "Getting: levenberg_marquardt = 0.0\n",
      "The option line_search_use_sufficient_descent is deprecated and has new name: globalization_line_search_use_sufficient_descent\n",
      "Getting: line_search_use_sufficient_descent = 0\n",
      "Getting: log_primal_step_norm = False\n",
      "Getting: model_external_shared_lib_dir = None\n",
      "Getting: model_external_shared_lib_name = None\n",
      "Getting: nlp_solver_ext_qp_res = 0\n",
      "Getting: nlp_solver_max_iter = 50\n",
      "The option nlp_solver_step_length is deprecated and has new name: globalization_fixed_step_length\n",
      "Getting: nlp_solver_step_length = 1.0\n",
      "Getting: nlp_solver_tol_comp = 0.0001\n",
      "Getting: nlp_solver_tol_eq = 0.0001\n",
      "Getting: nlp_solver_tol_ineq = 0.0001\n",
      "Getting: nlp_solver_tol_min_step_norm = 0.0\n",
      "Getting: nlp_solver_tol_stat = 0.0001\n",
      "Getting: nlp_solver_type = SQP\n",
      "Getting: nlp_solver_warm_start_first_qp = False\n",
      "Getting: num_threads_in_batch_solve = 1\n",
      "Getting: print_level = 0\n",
      "Getting: qp_solver = PARTIAL_CONDENSING_HPIPM\n",
      "Getting: qp_solver_cond_N = 30\n",
      "Getting: qp_solver_cond_block_size = None\n",
      "Getting: qp_solver_cond_ric_alg = 1\n",
      "Getting: qp_solver_iter_max = 50\n",
      "Getting: qp_solver_mu0 = 0.0\n",
      "Getting: qp_solver_ric_alg = 1\n",
      "Getting: qp_solver_tol_comp = None\n",
      "Getting: qp_solver_tol_eq = None\n",
      "Getting: qp_solver_tol_ineq = None\n",
      "Getting: qp_solver_tol_stat = None\n",
      "Getting: qp_solver_warm_start = 0\n",
      "Error getting attribute: '>' not supported between instances of 'NoneType' and 'NoneType'\n",
      "Getting: qp_tol = None\n",
      "Getting: reg_epsilon = 0.0001\n",
      "Getting: regularize_method = NO_REGULARIZE\n",
      "Getting: rti_log_only_available_residuals = 0\n",
      "Getting: rti_log_residuals = 0\n",
      "Getting: set = <bound method AcadosOcpOptions.set of <acados_template.acados_ocp_options.AcadosOcpOptions object at 0x7d5a68b41ac0>>\n",
      "Getting: shooting_nodes = [0.         0.16666667 0.33333333 0.5        0.66666667 0.83333333\n",
      " 1.         1.16666667 1.33333333 1.5        1.66666667 1.83333333\n",
      " 2.         2.16666667 2.33333333 2.5        2.66666667 2.83333333\n",
      " 3.         3.16666667 3.33333333 3.5        3.66666667 3.83333333\n",
      " 4.         4.16666667 4.33333333 4.5        4.66666667 4.83333333\n",
      " 5.        ]\n",
      "Getting: sim_method_jac_reuse = [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n",
      "Getting: sim_method_newton_iter = 3\n",
      "Getting: sim_method_newton_tol = 0.0\n",
      "Getting: sim_method_num_stages = [4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4]\n",
      "Getting: sim_method_num_steps = [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n",
      "Getting: store_iterates = False\n",
      "Getting: tf = 5\n",
      "Getting: time_steps = [0.16666667 0.16666667 0.16666667 0.16666667 0.16666667 0.16666667\n",
      " 0.16666667 0.16666667 0.16666667 0.16666667 0.16666667 0.16666667\n",
      " 0.16666667 0.16666667 0.16666667 0.16666667 0.16666667 0.16666667\n",
      " 0.16666667 0.16666667 0.16666667 0.16666667 0.16666667 0.16666667\n",
      " 0.16666667 0.16666667 0.16666667 0.16666667 0.16666667 0.16666667]\n",
      "Getting: timeout_heuristic = LAST\n",
      "Getting: timeout_max_time = 0.0\n",
      "Getting: tol = 0.0001\n",
      "Getting: with_adaptive_levenberg_marquardt = False\n",
      "Getting: with_solution_sens_wrt_params = False\n",
      "Getting: with_value_sens_wrt_params = False\n",
      "WARNING: Only logging of initial residuals is supported for SQP. SQP iteration will be terminated based on previous residual.\n",
      "Setting collocation_type to GAUSS_LEGENDRE\n",
      "Setting ext_fun_compile_flags to -O2\n",
      "Setting integrator_type to ERK\n",
      "Setting num_threads_in_batch_solve to 1\n",
      "Setting sim_method_jac_reuse to 0\n",
      "\n",
      "The data of the generated custom update function consists of the concatenation of:\n",
      "1) input: diag(P0)\n",
      "2) input: diag(W)\n",
      "3) input: concatenation of diag(W_gp^k) for i=0,...,N-1\n",
      "4) output: concatenation of colmaj(P^k) for i=0,...,N\n",
      "\n",
      "\n",
      "Warning: Please note that the following versions of CasADi are officially supported: 3.4.0 or 3.4.5 or 3.5.1 or 3.5.2 or 3.5.3 or 3.5.4 or 3.5.6 or 3.5.5 or 3.6.0 or 3.6.1 or 3.6.2 or 3.6.3 or 3.6.4 or 3.6.5 or 3.6.6.\n",
      " If there is an incompatibility with the CasADi generated code, please consider changing your CasADi version.\n",
      "Version 3.6.7 currently in use.\n",
      "rm -f libacados_ocp_solver_linear_model_with_params_nx2_nu1_np0.so\n",
      "rm -f linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_fun_jac_uxt_zt.o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_fun.o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_e_fun_jac_uxt_zt.o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_e_fun.o custom_update_function.o acados_solver_linear_model_with_params_nx2_nu1_np0.o\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_fun_jac_uxt_zt.o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_fun_jac_uxt_zt.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_fun.o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_fun.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_e_fun_jac_uxt_zt.o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_e_fun_jac_uxt_zt.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_e_fun.o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_e_fun.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o custom_update_function.o custom_update_function.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o acados_solver_linear_model_with_params_nx2_nu1_np0.o acados_solver_linear_model_with_params_nx2_nu1_np0.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o linear_model_with_params_nx2_nu1_np0_model/linear_model_with_params_nx2_nu1_np0_dyn_disc_phi_fun.o linear_model_with_params_nx2_nu1_np0_model/linear_model_with_params_nx2_nu1_np0_dyn_disc_phi_fun.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o linear_model_with_params_nx2_nu1_np0_model/linear_model_with_params_nx2_nu1_np0_dyn_disc_phi_fun_jac.o linear_model_with_params_nx2_nu1_np0_model/linear_model_with_params_nx2_nu1_np0_dyn_disc_phi_fun_jac.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o linear_model_with_params_nx2_nu1_np0_model/linear_model_with_params_nx2_nu1_np0_dyn_disc_phi_fun_jac_hess.o linear_model_with_params_nx2_nu1_np0_model/linear_model_with_params_nx2_nu1_np0_dyn_disc_phi_fun_jac_hess.c\n",
      "cc -shared linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_fun_jac_uxt_zt.o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_fun.o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_e_fun_jac_uxt_zt.o linear_model_with_params_nx2_nu1_np0_constraints/linear_model_with_params_nx2_nu1_np0_constr_h_e_fun.o custom_update_function.o acados_solver_linear_model_with_params_nx2_nu1_np0.o linear_model_with_params_nx2_nu1_np0_model/linear_model_with_params_nx2_nu1_np0_dyn_disc_phi_fun.o linear_model_with_params_nx2_nu1_np0_model/linear_model_with_params_nx2_nu1_np0_dyn_disc_phi_fun_jac.o linear_model_with_params_nx2_nu1_np0_model/linear_model_with_params_nx2_nu1_np0_dyn_disc_phi_fun_jac_hess.o -o libacados_ocp_solver_linear_model_with_params_nx2_nu1_np0.so -L/home/amon/Repositories/l4acados/external/acados/lib -lacados -lhpipm -lblasfeo -lm \\\n",
      "-L -l\n",
      "acados was compiled with OpenMP.\n",
      "Warning: Please note that the following versions of CasADi are officially supported: 3.4.0 or 3.4.5 or 3.5.1 or 3.5.2 or 3.5.3 or 3.5.4 or 3.5.6 or 3.5.5 or 3.6.0 or 3.6.1 or 3.6.2 or 3.6.3 or 3.6.4 or 3.6.5 or 3.6.6.\n",
      " If there is an incompatibility with the CasADi generated code, please consider changing your CasADi version.\n",
      "Version 3.6.7 currently in use.\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o acados_sim_solver_simplependulum_ode_init.o acados_sim_solver_simplependulum_ode_init.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_model/simplependulum_ode_init_expl_ode_fun.o simplependulum_ode_init_model/simplependulum_ode_init_expl_ode_fun.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_forw.o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_forw.c\n",
      "cc -fPIC -std=c99   -O2 -I/home/amon/Repositories/l4acados/external/acados/include -I/home/amon/Repositories/l4acados/external/acados/include/acados -I/home/amon/Repositories/l4acados/external/acados/include/blasfeo/include -I/home/amon/Repositories/l4acados/external/acados/include/hpipm/include  -c -o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_adj.o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_adj.c\n",
      "cc -shared acados_sim_solver_simplependulum_ode_init.o simplependulum_ode_init_model/simplependulum_ode_init_expl_ode_fun.o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_forw.o simplependulum_ode_init_model/simplependulum_ode_init_expl_vde_adj.o -o libacados_sim_solver_simplependulum_ode_init.so -L/home/amon/Repositories/l4acados/external/acados/lib -lacados -lhpipm -lblasfeo -lm\n",
      "acados was compiled with OpenMP.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/amon/.pyenv/versions/3.9.13/envs/l4acados_dev/lib/python3.9/site-packages/gpytorch/distributions/multivariate_normal.py:319: NumericalWarning: Negative variance values detected. This is likely due to numerical instabilities. Rounding negative variances up to 1e-06.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from l4acados.models import GPyTorchResidualModel\n",
    "\n",
    "# + metadata={}\n",
    "residual_model = GPyTorchResidualModel(gp_model)\n",
    "\n",
    "# + metadata={}\n",
    "residual_model.evaluate(x_plot_waypts[0:3, :])\n",
    "\n",
    "# + metadata={}\n",
    "residual_model.jacobian(x_plot_waypts[0:3, :])\n",
    "\n",
    "# + metadata={}\n",
    "residual_model.value_and_jacobian(x_plot_waypts[0:3, :])\n",
    "# -\n",
    "\n",
    "# create zoro_description\n",
    "zoro_description = ZoroDescription()\n",
    "zoro_description.backoff_scaling_gamma = norm.ppf(prob_x)\n",
    "zoro_description.P0_mat = Sigma_x0\n",
    "zoro_description.fdbk_K_mat = np.zeros((nu, nx))\n",
    "# zoro_description.unc_jac_G_mat = B\n",
    "\"\"\"G in (nx, nw) describes how noise affects dynamics. I.e. x+ = ... + G@w\"\"\"\n",
    "zoro_description.W_mat = Sigma_W\n",
    "\"\"\"W in (nw, nw) describes the covariance of the noise on the system\"\"\"\n",
    "zoro_description.input_P0_diag = True\n",
    "zoro_description.input_P0 = False\n",
    "zoro_description.input_W_diag = True\n",
    "zoro_description.input_W_add_diag = True\n",
    "zoro_description.output_P_matrices = True\n",
    "zoro_description.idx_lh_t = [0]\n",
    "zoro_description.idx_lh_e_t = [0]\n",
    "ocp_init.zoro_description = zoro_description\n",
    "\n",
    "# + metadata={}\n",
    "residual_mpc = ZeroOrderGPMPC(\n",
    "    ocp_init,\n",
    "    residual_model=residual_model,\n",
    "    use_cython=False,\n",
    "    path_json_ocp=\"residual_mpc_ocp_solver_config.json\",\n",
    "    path_json_sim=\"residual_mpc_sim_solver_config.json\",\n",
    "    build_c_code=True,\n",
    ")\n",
    "\n",
    "# + metadata={}\n",
    "for i in range(N):\n",
    "    residual_mpc.ocp_solver.set(i, \"x\", X_init[i, :])\n",
    "    residual_mpc.ocp_solver.set(i, \"u\", U_init[i, :])\n",
    "residual_mpc.ocp_solver.set(N, \"x\", X_init[N, :])\n",
    "\n",
    "residual_mpc.solve(acados_sqp_mode=True)\n",
    "X_res, U_res = residual_mpc.get_solution()\n",
    "P_res_arr = residual_mpc.covariances_array\n",
    "\n",
    "P_res = []\n",
    "for i in range(N + 1):\n",
    "    P_res.append(P_res_arr[i * nx**2 : (i + 1) * nx**2].reshape((nx, nx)))\n",
    "P_res = np.array(P_res)\n",
    "\n",
    "# + metadata={}\n",
    "X_res_sim = np.zeros_like(X_res)\n",
    "X_res_sim[0, :] = x0\n",
    "for i in range(N):\n",
    "    acados_integrator_actual.set(\"x\", X_res_sim[i, :])\n",
    "    acados_integrator_actual.set(\"u\", U_res[i, :])\n",
    "    acados_integrator_actual.solve()\n",
    "    X_res_sim[i + 1, :] = acados_integrator_actual.get(\"x\")\n",
    "\n",
    "# + metadata={}\n",
    "lb_theta = -ocp_init.constraints.lh[0]\n",
    "fig, ax = base_plot(lb_theta=lb_theta)\n",
    "\n",
    "plot_data_res = EllipsoidTubeData2D(center_data=X_res, ellipsoid_data=P_res)\n",
    "plot_data_res_sim = EllipsoidTubeData2D(center_data=X_res_sim, ellipsoid_data=None)\n",
    "add_plot_trajectory(ax, plot_data_nom, color_fun=plt.cm.Blues)\n",
    "add_plot_trajectory(ax, plot_data_nom_sim, color_fun=plt.cm.Blues)\n",
    "add_plot_trajectory(\n",
    "    ax, plot_data_res, prob_tighten=prob_tighten, color_fun=plt.cm.Oranges\n",
    ")\n",
    "add_plot_trajectory(ax, plot_data_res_sim, color_fun=plt.cm.Oranges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0709f48e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter    res_stat        res_eq          res_ineq        res_comp\n",
      "0       2.617994e+00    8.250256e-02    1.012514e+00    0.000000e+00\n",
      "1       1.187356e-01    2.796424e-02    1.696322e-01    4.267595e+00\n",
      "2       3.438675e-02    1.687336e-03    0.000000e+00    8.627382e-01\n",
      "3       6.093326e-03    6.081222e-05    2.781307e-03    7.839229e-02\n",
      "4       5.806168e-04    7.670240e-07    0.000000e+00    1.294152e-02\n",
      "5       1.395773e-04    1.065613e-06    2.234026e-04    6.312271e-03\n",
      "6       5.688909e-05    1.205310e-06    0.000000e+00    2.824488e-03\n",
      "7       2.302354e-05    7.245023e-07    1.793250e-05    5.067406e-04\n",
      "8       1.350477e-05    1.562032e-06    0.000000e+00    1.520120e-04\n",
      "9       1.953509e-05    1.004447e-06    1.836323e-05    5.189189e-04\n",
      "10      8.328352e-06    1.079630e-06    8.263697e-07    1.318151e-05\n"
     ]
    }
   ],
   "source": [
    "residual_mpc.print_statistics()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "05d36819",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2.61799388e+00, 1.18735646e-01, 3.43867539e-02, 6.09332624e-03,\n",
       "       5.80616754e-04, 1.39577325e-04, 5.68890862e-05, 2.30235358e-05,\n",
       "       1.35047658e-05, 1.95350883e-05, 8.32835229e-06])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "residual_mpc.get_stats(\"res_stat_all\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d0eb844a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: Returning acados solver status 'residuals', which might be incorrect when used with L4acados.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([8.32835229e-06, 1.07963023e-06, 8.26369695e-07, 1.31815107e-05])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "residual_mpc.get_stats(\"residuals\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fa911413",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0.01081292, 0.0140355 , 0.01196859, 0.00906953, 0.01094396,\n",
       "        0.01395452, 0.0103701 , 0.0144724 , 0.00916382, 0.01340532,\n",
       "        0.01174091]),\n",
       " np.float64(0.01174091299981228))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "residual_mpc.get_stats(\"time_preparation_all\"), residual_mpc.get_stats(\n",
    "    \"time_preparation\"\n",
    ")"
   ]
  }
 ],
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